Fact-checked by Grok 2 weeks ago

IBM

International Business Machines Corporation (IBM) is an American multinational technology and consulting company specializing in , software, , and services for enterprise-scale , with a focus on hybrid cloud platforms, , and . Founded in 1911 as the through a merger of firms producing tabulating machines, scales, and time recorders, it was renamed IBM in 1924 to reflect its expanding international scope in equipment. Headquartered in , IBM operates in over 170 countries and employs approximately 282,000 people as of recent reports. IBM's early innovations laid the foundation for modern , including Herman Hollerith's punch-card tabulating systems for the U.S. , which evolved into electromechanical machines that dominated business and government applications through the mid-20th century. The company introduced the System/360 mainframe family in 1964, a compatible that revolutionized enterprise by standardizing hardware and software across models, enabling scalable for industries worldwide. In 1981, IBM launched the IBM (PC), which standardized the using an open design with processors and , spurring the personal despite initial losses to compatible clones. Subsequent achievements include developing , which defeated chess champion in 1997, and , an AI system that won Jeopardy! in 2011, demonstrating capabilities. Shifting from hardware dominance amid competition in the , IBM pivoted to services and software under CEO Louis Gerstner, acquiring firms like Consulting and emphasizing enterprise solutions, which restored profitability. In recent decades, IBM has invested heavily in , holding leadership in patents—over 9,000 granted annually in peak years—and advancing supercomputing with systems like Blue Gene and quantum prototypes via IBM Quantum. However, controversies include its subsidiary Dehomag's provision of punch-card to for census and concentration camp operations, enabling efficient data management for , as documented in historical analyses of wartime contracts. More recently, Watson's hyped healthcare applications underperformed due to challenges and overpromising, leading to scaled-back ambitions and scrutiny. IBM halted sales of facial recognition software in 2020, citing risks of misuse in biased . Today, IBM positions itself as a hybrid cloud and leader through acquisitions like and open-source contributions, navigating geopolitical tensions in supply chains.

History

Founding and Early Expansion (1911–1940s)

The (CTR) was formed on June 16, 1911, via a merger engineered by financier , consolidating four firms: the Tabulating Machine Company (specializing in Herman Hollerith's punch-card data processing systems), the International Time Recording Company (producing employee time clocks), the Computing Scale Company (manufacturing commercial scales), and (focused on time-recording devices). Headquartered in , CTR initially generated annual revenues of approximately $2 million from renting and selling equipment for business accounting, inventory, and payroll tasks. Thomas J. Watson Sr., previously a sales executive at National Cash Register, joined CTR as general manager in late 1914 and assumed the presidency in 1915. Watson implemented aggressive strategies, employee training programs (including an on-site established in 1915), and a corporate culture emphasizing integrity and innovation, encapsulated in the slogan "THINK." Under his direction, the company prioritized international , establishing subsidiaries in (1917) and by the early . In February 1924, reflecting this global orientation, CTR was rebranded as Machines Corporation (IBM). IBM's foundational technology centered on Hollerith's electromechanical tabulating machines, which used punched cards to sort, tally, and summarize data—proven effective in the 1890 and 1900 U.S. censuses for reducing processing time from years to months. By the 1920s, enhancements like the 1920 automatic tabulator and 407 accounting machine expanded applications to commercial sectors, including railroads, utilities, and firms, with cards rented at $1.05 per thousand. The company's rental model ensured recurring revenue, as machines required proprietary cards and maintenance, fostering customer lock-in. The 1920s boom saw IBM's workforce grow to over 4,000 employees and revenues surpass $10 million annually, driven by demand for data-intensive operations in expanding bureaucracies and industries. Amid the starting in 1929, IBM defied economic contraction by adhering to Watson's no-layoff policy, instead reducing work hours, boosting R&D spending to $1 million yearly, and training sales staff—moves that positioned the firm for recovery. Key wins included a 1935 contract for 32 tabulators to administer the U.S. , processing data for 26 million initial accounts. During (1939–1945), IBM redirected 90% of its production to military needs, supplying tabulating systems for , calculations, and personnel records, while also manufacturing bomb sights, gear, and over 2 billion punch cards. This effort, executed through U.S. facilities to avoid dependency on vulnerable European subsidiaries, generated wartime revenues exceeding peacetime levels and solidified IBM's expertise in scalable .

Post-War Growth and Technological Milestones (1950s–1970s)

Following World War II, IBM shifted focus from electromechanical tabulators to electronic computers, driven by defense contracts and emerging commercial demand. In the early 1950s, the company developed hardware for the Semi-Automatic Ground Environment (SAGE) real-time air defense system, marking its entry into large-scale computing projects. This era saw the introduction of the IBM 701 in 1952, the first commercially available scientific computer, with 19 units delivered mainly for engineering and national defense applications, offering speeds 25 to 50 times faster than prior machines. The Magnetic Drum Data-Processing Machine, released in 1954, became the first computer produced in significant volume, with nearly 2,000 units leased at approximately $4,000 per month, enabling broader adoption in and due to its affordability and compatibility with existing punch-card systems. Under Thomas J. Watson Jr.'s leadership starting in 1956, IBM committed aggressively to , divesting non-core businesses and investing in electronics, which fueled revenue growth from about $1 billion in 1955 to $2.6 billion by 1962. A pivotal milestone came in 1964 with the announcement of the System/360 family on , a revolutionary line of compatible mainframes designed for both scientific and commercial workloads across a range of sizes, backed by over $5 billion in development costs—equivalent to about 10% of annual U.S. federal R&D spending at the time. This architecture standardized instruction sets and peripherals, enabling and spurring industry growth, as evidenced by IBM's market dominance and the platform's role in automating sectors like banking and . By 1970, IBM's revenues had reached $7.2 billion with 259,000 employees, reflecting 15-20% annual growth through the decade. Into the 1970s, System/360 and its successors solidified IBM's position, capturing 60-70% of the business computer market worldwide, while innovations like the 1956 RAMAC 305—the first with 5 megabytes capacity—laid groundwork for modern . The company's emphasis on and not only drove internal expansion but also set industry standards, though it faced rising competition from minicomputers by decade's end.

Peak Dominance and Competitive Pressures (1980s–1990s)

In the early 1980s, IBM maintained peak dominance in the computing industry, particularly in mainframe computers, where it held over 70% globally, controlling approximately 70% of the overall computer market primarily through mainframes. The company's revenue grew from $29 billion in 1981 to $46 billion by 1984, fueled by its established ecosystem of hardware, software, and services bundled for enterprise customers. On August 12, 1981, IBM entered the market with the IBM PC (model 5150), priced starting at $1,565, which legitimized PCs for corporate use and initially boosted sales, generating $1 billion in its first year. However, IBM's decision to use an with off-the-shelf components from for processors and for enabled rapid cloning; Compaq released the first legal IBM-compatible PC in 1983 after reverse-engineering the , eroding IBM's control over the burgeoning PC segment. Competitive pressures intensified as PC clones proliferated in the mid-1980s, capturing significant market share from IBM's proprietary models, while the company faced antitrust scrutiny from a U.S. Department of Justice suit initiated in 1969, which alleged monopolization but was dropped on January 8, 1982, as "without merit" due to insufficient evidence of ongoing harm in a dynamic industry. IBM's profit margins began declining amid rising competition from nimble rivals like Compaq and Dell in PCs, and shifts away from mainframes toward distributed computing, exacerbating internal bureaucratic inefficiencies. By the early 1990s, these pressures culminated in severe financial distress: IBM reported its first annual loss of $2.8 billion in 1991, followed by a record $8.2 billion loss in 1992—the largest by any U.S. corporation at the time—and another $8 billion loss in 1993, prompting massive workforce reductions from a peak of 406,300 employees, including 60,000 layoffs and early retirements in 1993 alone. The hiring of Louis V. Gerstner Jr. as CEO on April 1, 1993, marked the beginning of IBM's turnaround, as he shifted focus from hardware-centric strategies to and software, stabilizing the company by emphasizing customer needs over internal silos, though the decade's losses exceeded $15 billion cumulatively by 1993. This era highlighted IBM's vulnerability to in , where clones undercut pricing, and the to fully capitalize on its PC standard, allowing and to dominate software and chip ecosystems respectively.

Restructuring and Services Pivot (2000s–2010s)

Under CEO , who assumed leadership in 2002, IBM intensified its focus on services and software to achieve higher margins, building on prior divestitures of commoditized hardware. The company acquired PricewaterhouseCoopers' global consulting operations for $3.5 billion in 2002, integrating it into IBM Global Services to expand enterprise solutions and systems integration capabilities. Palmisano oversaw the sale of IBM's business to , announced on December 7, 2004, and completed in 2005 for $1.75 billion, exiting a low-profit segment amid intense competition from cheaper manufacturers. Additional divestitures included the division to in 2003 and the printing systems unit to in 2007, streamlining operations toward integrated technology services. This restructuring drove revenue composition changes, with services and software comprising over 80 percent of IBM's business by , up from roughly 50 percent in , as hardware's share contracted. rose from about $10 billion in to $18 billion in 2009, supported by growth in high-value areas like and supercomputing under initiatives such as Smarter Planet, launched in 2008 to apply data-driven insights to global systems. IBM reorganized into a globally integrated enterprise, emphasizing modular software and services delivery across emerging markets, where revenue growth outpaced mature regions. Ginni Rometty succeeded Palmisano as CEO in January 2012, accelerating the services pivot amid rising demand for cloud and data analytics while further shedding hardware dependencies. She directed investments exceeding $10 billion in cognitive computing via Watson and hybrid cloud platforms, alongside acquisitions like SoftLayer in 2013 for $2 billion to bolster infrastructure-as-a-service offerings. In October 2014, IBM sold its x86-based server business to Lenovo for up to $2.1 billion, completing the exit from low-margin commodity servers initiated earlier in the decade. By the mid-2010s, services accounted for over 60 percent of revenue, with hardware below 10 percent, reflecting a sustained emphasis on consulting, AI, and blockchain solutions despite competitive pressures from cloud-native rivals. This period solidified IBM's repositioning as a solutions provider, though annual revenue began stagnating around $80 billion from 2015 onward amid slower hardware declines and uneven services growth.

Recent Strategic Shifts and Innovations (2020s)

IBM spun off its managed infrastructure services business into Holdings on November 3, 2021, enabling a sharper focus on software, hybrid cloud platforms, and amid efforts to streamline operations and prioritize higher-growth segments. IBM shareholders of record as of October 25, 2021, received one share of common stock for every five shares of IBM stock held, distributing ownership of a unit that managed legacy mainframe and services generating approximately $19 billion in annual revenue at the time. This divestiture, part of a broader restructuring under CEO , aimed to reduce exposure to commoditized infrastructure while freeing capital for innovation in enterprise technology. Leveraging the 2019 acquisition of Red Hat, IBM accelerated its hybrid cloud strategy in the 2020s, emphasizing open-source integration via Red Hat OpenShift to support multicloud application development, security, and modernization across on-premises, private, and public environments. In December 2025, IBM announced its intent to acquire Confluent for $11 billion to build an end-to-end data platform enhancing hybrid cloud and AI capabilities. By 2024, this approach yielded measurable revenue gains, with hybrid cloud and AI segments driving overall growth as enterprises adopted platforms for workload orchestration and data portability. IBM Consulting expanded services around Red Hat to facilitate hybrid transformations, positioning the company to capture a projected $1 trillion market opportunity in hybrid infrastructure. In AI, IBM introduced the watsonx platform to govern models for generative applications, incorporating tools for trust, model tuning, and deployment while addressing challenges in enterprise settings. A 2025 IBM Institute for Business Value study indicated enterprises plan to expand agent usage from 3% to 25% of workflows by year-end, with IBM emphasizing composable, API-first architectures for orchestration. Supporting acquisitions, such as in June 2021, enhanced AI capabilities in cloud resource management and performance optimization. IBM advanced with a targeting a quantum-centric exceeding 4,000 s by 2025, followed by fault-tolerant systems capable of error-corrected circuits with hundreds of logical s. In June 2025, the company detailed Quantum Starling, a large-scale fault-tolerant machine slated for completion by 2029 at a new , aiming to enable utility-scale applications in optimization, chemistry , and . These milestones build on modular and techniques, though full remains contingent on achieving logical thresholds.

Corporate Governance

Executive Leadership

Arvind Krishna serves as Chairman, President, and Chief Executive Officer of IBM, positions he has held since assuming the CEO role on April 6, 2020, following his election on January 30, 2020, and subsequent election to Chairman on December 16, 2020. Krishna, who joined IBM in 1990, previously led the company's cloud and cognitive software division and played a key role in the $34 billion acquisition of Red Hat in 2019, steering IBM toward hybrid cloud and open-source strategies. Under his leadership, IBM reported revenue growth in software and consulting segments, with a focus on AI integration via Watson and quantum computing advancements, though the company faced challenges in maintaining hardware market share. James J. Kavanaugh acts as Senior Vice President and , overseeing financial operations, , and treasury functions since his appointment in 2019. Kavanaugh, a long-term IBM executive, has managed cost restructuring, including the 2021 spin-off of managed infrastructure services into , which aimed to streamline operations and reduce legacy mainframe dependencies. Other senior executives include Nickle J. LaMoreaux as Senior and , responsible for and workforce strategy amid IBM's shift to high-value consulting and technology services; Rob Thomas (full name Robert D. Thomas) as Senior of Software and Chief Commercial Officer, leading product development in hybrid cloud platforms like Red Hat ; and Anne E. Robinson as Senior and Chief Legal Officer, handling regulatory compliance in areas such as data privacy and antitrust scrutiny over acquisitions. John Granger serves as Chairman of , directing the firm's global advisory and implementation services, which generated approximately $19 billion in revenue in 2023. This leadership structure emphasizes technical expertise and strategic pivots from traditional hardware to software, , and partnerships, reflecting IBM's adaptation to competitive pressures from cloud-native rivals.

Board Composition and Shareholder Influence

The Board of Directors of IBM consists of 13 members following the 2025 annual shareholder meeting held on April 29. Eleven directors are independent, adhering to criteria established by the , regulations, and IBM's governance standards, which exclude the Chairman, President, and CEO as the sole non-independent member. Independent directors possess extensive leadership experience across industries, including former CEOs from Fortune 500 companies such as David N. Farr (Emerson Electric), Alex Gorsky (Johnson & Johnson), Andrew N. Liveris (Dow Chemical), F. William McNabb III (Vanguard Group), Joseph R. Swedish (Anthem), Sidney Taurel (Eli Lilly), and Peter R. Voser (Royal Dutch Shell). Additional expertise comes from sectors like energy (Thomas B. Kuhn, Constellation Energy), finance (Michelle J. Klee, former CFO roles), military (Michelle J. Howard, retired U.S. Navy Admiral), academia (Martha E. Pollack, former Cornell University President), and higher education administration (H. Patrick Swygert, former Howard University President). This composition emphasizes strategic oversight in technology, operations, and risk management, with directors elected annually by shareholders upon nomination by the board's Directors and Corporate Governance Committee. The board delegates responsibilities to standing committees staffed exclusively by independent directors, including the (chaired by Peter R. Voser, with financial experts David N. Farr and Michelle J. Howard), Compensation Committee, and Directors and Committee, which evaluates director qualifications, independence, and board refreshment to maintain diverse perspectives on tenure, age, and skills. IBM's ownership structure features single-class with one vote per share, enabling direct shareholder influence via at annual meetings. Institutional investors hold roughly 63% of shares, with as the top holder at 10.2% (95 million shares) as of June 2025, followed by (8.34%, 77.7 million shares) and State Street. Retail investors own about 37%, while insiders control less than 0.5%. Shareholder activism has focused on environmental, social, and governance (ESG) issues, though proposals rarely achieve majority approval due to alignment between major institutions and . In April 2024, 31% of shares supported a non-binding resolution for science-based climate emissions targets across IBM's operations and , opposed by the board citing existing commitments. Similar minority-backed efforts in 2025 sought reports on and political expenditures, alleging risks from undisclosed , but failed amid board recommendations against them. These dynamics underscore institutional passivity on disruptive changes, preserving board autonomy in directing IBM's hybrid cloud and strategy despite periodic pressure from ESG advocates.

Operations and Infrastructure

Headquarters and Global Footprint

IBM's corporate headquarters is situated at 1 New Orchard Road in , 10504, , serving as the primary administrative and executive center for the company. This campus, designed to support a collaborative and technology-oriented environment, has been the base for strategic decision-making since the relocation from downtown . The facility houses key leadership offices and facilitates global oversight of IBM's operations in technology services, software, and hardware. IBM maintains an extensive global footprint, with offices and facilities spanning more than 170 countries, enabling localized and client support across diverse markets. As of December 31, 2023, the company employed 305,300 people worldwide, reflecting a distributed across , , consulting, and functions. This international presence supports IBM's hybrid cloud, , and initiatives, with significant concentrations in regions like , , and . In early 2025, IBM announced plans to eliminate approximately 9,000 U.S.-based positions as part of , shifting certain roles to lower-cost locations such as to align with evolving business demands. Major facilities bolster this footprint, including the in , a hub for advanced R&D; large-scale development and operations centers in , and , India; and cloud data centers distributed globally to meet regional compliance and latency needs. These sites, along with security operations centers in locations like Bangalore and , underscore IBM's emphasis on distributed infrastructure for resilient, scalable services. The company's global setup has historically driven technological advancements while adapting to economic shifts, such as to maintain competitiveness.

Supply Chain and Manufacturing

IBM has largely shifted from in to a design-focused, outsourced model for its offerings, emphasizing development over physical production. This transition accelerated in the early amid competitive pressures and cost efficiencies, with IBM divesting or key fabrication processes to manufacturers. For instance, in 2002, IBM awarded a $5 billion to Sanmina-SCI for , including servers and components. Similarly, production of xSeries servers was outsourced to Sanmina-SCI in 2003 to optimize profitability without in-house fabrication. The sale of its division to in 2005 further marked the exit from consumer assembly. In semiconductors, IBM retained advanced capabilities but offloaded commercial fabrication. The company sold its Microelectronics Services business to in 2015, ending primary domestic chip production while partnering for foundry services. IBM maintains specialized facilities for , testing, and packaging, such as the Bromont plant in , , which serves as North America's largest outsourced and test (OSAT) site with over 50 years of operations. This site handles advanced packaging for IBM's processors and partners' components, supporting high-volume testing and reliability verification. -oriented fabs, like the Albany Nanotech Complex in , focus on next-generation development (e.g., 2nm nodes) rather than , spanning over 100,000 square feet for collaborative R&D. IBM's operations emphasize and , managing and across a . The company employs supply chain personnel in 40 countries and executes deliveries and service calls in over 170 nations annually. By implementing a "cognitive supply chain" powered by and , IBM achieved 100% and $160 million in cost savings as of 2023, through predictive modeling for and disruption mitigation. This internal system prioritizes end-to-end visibility, from supplier sourcing to final delivery, while non-core reduces and leverages specialized partners for scalability.

Technology and Products

Hardware Offerings

IBM's hardware offerings emphasize enterprise-grade systems engineered for reliability, scalability, and security in mission-critical environments, including mainframes, Power-based servers, arrays, and quantum processors. These products target workloads such as , inference, data analytics, and hybrid integration, reflecting IBM's pivot from commoditized personal computing —such as the IBM PC line divested to in 2005—to specialized infrastructure for large-scale operations. The series represents the company's flagship mainframe platform, delivering with built-in , pervasive capabilities, and support for real-time processing on a single system capable of handling millions of . Introduced as successors to earlier zSystems, models like the z16 incorporate the Telum , enabling quantum-safe and integration with distributed cloud architectures for , , and applications that demand near-100% uptime. IBM Z systems consolidate workloads from thousands of distributed servers, reducing energy consumption and operational costs compared to x86 alternatives while maintaining with code from the System/360 era. IBM Power Systems provide open, scalable servers powered by the processor architecture, optimized for demanding , database, and hybrid cloud workloads with features like active memory mirroring for and support for up to 192 cores per system. Entry-level models such as the Power S1014 and S1022 cater to midsize enterprises, while high-end offerings like the Power E1080 scale for large data centers, delivering up to 4.5 times the performance of prior generations in energy-efficient configurations suitable for edge deployments in industries like and telecommunications. These systems run AIX, , or operating systems and integrate with for containerized applications. Storage hardware from IBM includes the FlashSystem family, which employs NVMe-based all-flash arrays for low-latency access, ransomware protection via immutable snapshots, and scalability to petabyte levels in hybrid cloud setups. IBM Storage Ceph offers software-defined on commodity hardware but is complemented by dedicated appliances for , , and needs, emphasizing resilience and AI-driven management to handle exabyte-scale growth in volumes. In quantum hardware, IBM produces superconducting processors, with systems like the 433-qubit and roadmap targets for error-corrected utility-scale machines by 2029, hosted in dilution refrigerators for cryogenic operation at millikelvin temperatures. These QPUs, accessible through the , support hybrid classical-quantum workflows for optimization and simulation problems intractable on classical hardware, though current noisy intermediate-scale quantum (NISQ) devices require error mitigation techniques.

Software and Platforms

IBM's software portfolio emphasizes enterprise solutions for hybrid cloud management, artificial intelligence, data analytics, automation, and security, drawing on extensive R&D to support mission-critical operations. The software segment constitutes the company's largest revenue contributor, reporting $7.2 billion in third-quarter 2025 earnings, a 10% year-over-year increase driven by 12% growth in hybrid cloud offerings and 22% in automation software. The watsonx suite forms the core of IBM's AI platforms, comprising modular tools to deploy generative while prioritizing and enterprise scalability. watsonx.ai functions as a studio for building and tuning foundation models, watsonx.data supports hybrid data warehouses and lakehouses for , and watsonx.governance oversees AI model lifecycles to enforce and . Complementary products include watsonx Code Assistant for accelerating secure code development and IBM , a family of open models tailored for business productivity and code generation. Hybrid cloud platforms integrate acquired open-source capabilities, notably from the $34 billion purchase completed in July 2019, which has bolstered multi-cloud and contributed to sustained expansion in this area. Tools like watsonx. facilitate data flexibility across environments, while Data Gate extracts mainframe datasets for integration. Automation extends to watsonx Orchestrate, enabling agents for , and solutions such as zSecure automate mainframe auditing. Mainframe-centric software underscores IBM's legacy in high-volume transaction processing, with Db2 for z/OS managing over 30 billion daily transactions and Concert for z/OS bolstering system resilience against disruptions. In data integration, IBM earned leader status in the 2025 IDC MarketScape report for its comprehensive platforms supporting enterprise-scale synchronization and transformation. Recent updates, unveiled at TechXchange 2025, introduce enhanced capabilities for AI operationalization, embedding security and developer tools into existing platforms to streamline enterprise adoption.

Cloud and Hybrid Infrastructure

IBM's hybrid cloud strategy emphasizes an open, platform-centric approach that integrates on-premises infrastructure with public and private clouds, enabling enterprises to manage workloads across diverse environments without . This focus intensified following the 2019 acquisition of for $34 billion, which provided IBM with , a Kubernetes-based container orchestration platform central to its hybrid offerings. on allows deployment of secure, scalable applications supporting multicloud architectures, including and analytics workloads. Key components include Pak for Data and Watsonx platforms, which facilitate data unification and model deployment across setups, leveraging 's enterprise and middleware for consistency. In 2025, IBM's roadmap prioritizes evolving clouds for generative , supporting heterogeneous like GPUs and accelerators for and tasks. The cloud segment, encompassing software, reported 14% year-over-year revenue growth in Q3 2025, reaching part of IBM's overall $16.3 billion quarterly revenue, though growth slowed from prior periods amid competitive pressures. IBM Cloud holds approximately 2% of the global cloud infrastructure market as of Q2 2025, trailing leaders like AWS, , and Google Cloud, but differentiates through hybrid capabilities suited for regulated industries requiring and compliance. Offerings such as AI on IBM Cloud enable lifecycle management of predictive and generative AI models, with built-in security via IBM's threat intelligence. Despite strengths in enterprise adoption, IBM Cloud has faced reliability issues, including multiple outages in 2025 attributed to weaknesses, potentially undermining trust in its hybrid strategy. Partnerships, like with for automated infrastructure provisioning, aim to simplify AI-ready operations across hybrid environments.

Artificial Intelligence and Watson

IBM's engagement with artificial intelligence traces to the 1950s, when researcher developed a checkers-playing program that demonstrated principles, achieving skill levels competitive with human amateurs. Subsequent milestones included Deep Blue's 1997 victory over chess champion , showcasing advances in search algorithms and for game-playing AI. These efforts laid groundwork for question-answering systems, culminating in the DeepQA project initiated around 2007 to build a system capable of and hypothesis generation from unstructured data. Watson, named after IBM's first president Sr., emerged from this project as a system designed to understand complex questions and provide evidence-based answers. Comprising 90 servers with 2,880 processor cores, Watson competed on the quiz show in February 2011, defeating human champions and with a final score of $77,147, which IBM donated to charities. The event highlighted Watson's ability to parse clues in , generate multiple hypotheses, and rank responses using probabilistic scoring, though it struggled with nuances like puns and required human intervention for Final Jeopardy wagering. This demonstration propelled IBM's commercialization of Watson for enterprise applications, emphasizing analytics over general intelligence. Post-Jeopardy!, IBM positioned Watson for business uses, including customer service via Assistant and data analytics through Discovery, integrating for tasks like and predictive modeling. In healthcare, for aimed to assist oncologists by analyzing and patient data for treatment recommendations, partnering with institutions like . However, internal documents revealed instances where Watson suggested unsafe or incorrect treatments, such as recommending contraindicated for risks, due to reliance on outdated or low-evidence sources and difficulties handling real-world clinical variability. Data access limitations, privacy constraints, and overpromising by IBM sales teams contributed to unmet expectations, leading to the divestiture of Watson Health assets in 2022 for approximately $1 billion after a $4 billion investment. By 2023, IBM shifted focus to the watsonx platform, a cloud-based suite emphasizing governance, open-source models like , and enterprise scalability over standalone supercomputing. Watsonx integrates tools for building, deploying, and tuning models, prioritizing "augmented " for workflows such as and fraud detection. As of 2025, IBM's strategy targets agentic systems and multimodal transformers, aiming to operationalize across environments while addressing challenges through neural innovations. Only 25% of surveyed initiatives met expectations in recent years, underscoring IBM's emphasis on measurable outcomes amid broader industry hype. This evolution reflects a pivot from spectacle-driven proofs-of-concept to pragmatic, data-secure deployments, informed by prior overextensions in specialized domains like .

Quantum Computing Developments

![IBM Quantum system at Fraunhofer](./assets/IBM_Q_system_Fraunhofer_2 IBM initiated its quantum computing program in the early 2010s, focusing on superconducting qubits, and launched the IBM Quantum Experience in 2016, providing public cloud access to a 5-qubit , marking the first for quantum experimentation. By 2017, IBM introduced a 20-qubit system, followed by the 50-qubit prototype in , demonstrating early error mitigation techniques essential for scaling. The evolution of IBM's quantum processors accelerated with the 127-qubit in 2021, which employed a heavy-hexagonal for improved , enabling more complex circuit execution despite noise limitations. In 2022, the 433-qubit doubled the qubit count while maintaining times, serving as a for modular scaling. The 1,121-qubit followed in 2023, prioritizing qubit density over full error correction to explore large-scale challenges. Concurrently, the 133-qubit processor, released in 2023 and refined into variants like by 2025, emphasized performance over sheer volume, achieving error rates reduced by factors of 3-5 through tunable couplers and advanced fabrication, supporting utility-scale algorithms with up to 5,000 gates. IBM's 2025 roadmap update shifted emphasis from scaling to fault-tolerant architectures, announcing plans for a quantum-centric integrating over 4,000 with by late 2025, leveraging hybrid quantum-HPC tools like for error-corrected simulations. In June 2025, IBM detailed a path to large-scale fault-tolerant by 2029 with the system at its Poughkeepsie data center, incorporating modular error correction codes demonstrated on . Partnerships, such as the August 2025 alliance with for quantum-classical hybrids and the October 2025 inauguration of Europe's first IBM Quantum System Two in Spain's region, expand access and validate practical applications in optimization and . The , established in 2017, now includes over 200 organizations, facilitating collaborative research that has yielded achievements like milestones exceeding 1 million and early demonstrations of quantum utility in chemistry simulations, though full quantum advantage remains projected for 2026 pending further error suppression. These developments underscore IBM's focus on modular, error-corrected systems over raw counts, addressing decoherence and gate fidelity as primary barriers to commercial viability.

Research and Development

Key Historical Innovations

IBM's transition from electromechanical tabulating equipment to electronic computing marked a foundational innovation in the mid-20th century. In 1953, the company introduced the , its first commercial electronic , designed primarily for scientific calculations and used by entities such as the U.S. Air Force for defense simulations. This was followed in 1959 by the , a transistorized system that became the most widely produced computer of its era, with over 10,000 units shipped, enabling businesses to automate accounting and inventory tasks efficiently. The announcement of the System/360 on April 7, 1964, represented a , introducing the first family of compatible mainframe computers sharing a unified across models ranging from low-end to high-performance systems. This allowed software and peripherals to interoperate without modification, a departure from prior incompatible product lines, and required an unprecedented $5 billion investment equivalent to about 1% of U.S. GDP at the time. The System/360's design emphasized scalability and , fundamentally altering enterprise computing by enabling long-term investment in compatible ecosystems. In software, IBM pioneered high-level programming with in 1957, the first widely adopted language for scientific computing, which abstracted to facilitate complex on systems like the IBM 704. Building on Edgar F. Codd's 1970 , the System R project from 1974 demonstrated practical management, introducing SQL as a query language and proving viability, which influenced commercial products like DB2. Advancements in included , a chess-playing developed starting in 1985, which in 1997 became the first machine to defeat world champion under tournament conditions, evaluating up to 200 million positions per second through and specialized hardware. This milestone highlighted scalable computational power for search-based problem-solving, paving the way for subsequent architectures.

Patent Portfolio and Intellectual Property

IBM possesses a substantial global patent portfolio comprising 155,310 filings, with 53,283 granted and over 65% actively maintained. This extensive asset base underscores the company's long-standing emphasis on innovation protection, particularly in fields such as computing hardware, software systems, , and quantum technologies. For nearly three decades, from 1993 to 2021, IBM secured the highest number of annual U.S. utility grants, peaking at over 9,130 in 2020. This dominance generated significant licensing revenue, estimated at tens of billions of dollars over the years, while enabling IBM to influence industry standards by selectively opening access to portions of its portfolio, such as the patents pledged in 2007 for over 150 standards. In more recent years, however, competitors like and have overtaken IBM in annual U.S. grants; IBM received 3,953 such patents in 2023. IBM's IP strategy prioritizes completing the innovation lifecycle by patenting to safeguard proprietary advancements against imitation, rather than solely for through licensing. The company supports this through internal programs like the Master Inventor designation, which recognizes employees for transforming research into patentable inventions. Emerging areas, including and data analytics, have seen accelerated patenting, with quantum-related grants forming an increasing share of recent issuances. This approach balances proprietary control with collaborative contributions, such as and applications for patent ecosystem disruption.

Collaborative Research Initiatives

IBM maintains extensive collaborative research initiatives with academic institutions, government entities, and industry consortia to accelerate advancements in , , and hybrid cloud technologies. These partnerships often involve shared access to IBM's computational resources, joint funding, and co-development of prototypes, enabling empirical validation of theoretical models through real-world applications. In artificial intelligence, the MIT-IBM Watson AI Lab, established in 2017, serves as a flagship academic-industry alliance dedicated to foundational AI research, including machine learning architectures and ethical deployment frameworks. This lab has produced peer-reviewed advancements in areas such as generative models and AI governance tools, with contributions from over 100 researchers across both organizations. Complementing this, the AI Alliance, co-founded by IBM and Meta on December 5, 2023, unites more than 50 members—including AMD, Anyscale, CERN, and academic partners—to promote open-source AI standards, safety benchmarks, and responsible innovation, countering proprietary silos in model development. The SUNY-IBM AI Research Alliance, launched as part of a $2 billion New York State partnership in 2019 and expanded with grants in October 2024, funds university-led projects on next-generation AI hardware, such as neuromorphic chips, with awards supporting faculty at institutions like the University at Buffalo and Stony Brook University. Additionally, a $20 million collaboration with the University at Albany, announced on October 16, 2023, leverages IBM's cloud infrastructure for AI experiments in areas like natural language processing and predictive analytics. Quantum computing collaborations form another core pillar, exemplified by the IBM Quantum Network, which provides access to IBM's quantum processors for over 200 partners, including universities and national labs, to test error-corrected algorithms and hybrid quantum-classical systems. A notable initiative is the 10-year, $100 million partnership announced on May 21, 2023, with the University of Tokyo and the University of Chicago, targeting scalable quantum-centric supercomputers with 100,000 qubits through co-designed hardware and software stacks. The CERN-IBM Quantum Hub, initiated in June 2021, focuses on high-energy physics simulations, enabling CERN researchers to explore quantum advantages in particle collision data analysis via IBM's cloud-based quantum services. Recent expansions include Cornell University's 2025 breakthroughs in quantum error mitigation, achieved through joint hardware calibrations with IBM, and the integration of Chiang Mai University into the network via a National University of Singapore hub in October 2025. These initiatives emphasize verifiable progress metrics, such as fidelity rates exceeding 99% in networked experiments and model accuracies validated against public benchmarks, while prioritizing causal mechanisms like hardware-software co-optimization over unsubstantiated hype. IBM's collaborations have yielded over 500 joint publications annually in fields like scalable and fault-tolerant , though outcomes depend on empirical testing amid challenges like decoherence in quantum setups.

Financial Performance

IBM operates through four primary revenue segments: Software, Consulting, , and Financing. In 2024, Software generated the largest share at approximately 43% of , followed by Consulting at 32%, at 24%, and Financing at 1%. for 2024 reached $62.8 billion, reflecting a 1.4% increase from $61.9 billion in 2023, driven by expansions in hybrid cloud and AI-related products amid a broader strategic away from toward higher-margin recurring software and services. The Software segment, encompassing hybrid cloud platforms like , data and solutions, and software, has exhibited the strongest growth trajectory. In the third quarter of 2025, Software revenue totaled $7.2 billion, up 10% year-over-year, with hybrid cloud (including ) increasing 14% and offerings surging 24%, attributable to demand for -integrated tools and modernization. This segment's expansion aligns with IBM's emphasis on open-source acquisitions and capabilities, contrasting with historical declines in amid cloud migration trends. Consulting, which includes , technology services, and application management, contributed steadily but with more modest gains, focusing on advisory and hybrid infrastructure implementations; specific quarterly breakdowns indicate resilience in services despite competitive pressures from pure-play consultancies. Infrastructure revenue, covering systems like mainframes, power servers, and , has shown cyclical upticks tied to high-end cycles. The segment reported $3.56 billion in Q3 2025, a 17% rise, propelled by sales of the AI-optimized z17 mainframe, which supports advanced workloads in and sectors. Historically, this area has contracted as IBM divested commoditized lines, but recent demand has reversed short-term declines, though it remains vulnerable to supply constraints and shifts toward alternatives. Financing, a minor contributor at under 1% of revenue, provides leasing and lending for IBM products, with stable but low growth reflecting reduced capital expenditures by clients.
SegmentApproximate 2024 Revenue ShareKey Growth Drivers (Recent Quarters)
Software43%Hybrid cloud (+14%), / (+24%)
Consulting32%Enterprise advisory, transformation services
Infrastructure24%Mainframe sales (+17%), -optimized systems
Financing1%Product leasing, minimal expansion
Overall trends indicate accelerating momentum into 2025, with Q3 2025 hitting $16.3 billion, up 9% (7% at constant currency), outpacing analyst expectations and prompting guidance for at least 5% full-year constant currency growth. This resurgence stems from demand offsetting legacy declines, though sustained profitability hinges on software margins exceeding 60% and navigating macroeconomic headwinds like in consulting costs. IBM's segment evolution underscores a causal shift from hardware-centric models—prone to —to subscription-based software ecosystems, empirically validated by Red Hat's post-2019 acquisition contributions exceeding $4 billion annually in recurring .

Major Acquisitions, Divestitures, and Capital Events

IBM has pursued a strategy of selective acquisitions to enhance its capabilities in software, , and services, while divesting non-core hardware and infrastructure units to streamline operations and focus on higher-margin areas like hybrid cloud and . This approach intensified under CEO and continued under , with divestitures enabling capital reallocation toward growth segments. In December 2004, IBM announced the sale of its Personal Computing Division, including the brand and global PC manufacturing, to for approximately $1.75 billion, comprising $600 million in cash, $600 million in Lenovo shares, and up to $600 million in contingent payments based on performance milestones. The deal closed on May 1, 2005, allowing IBM to exit the commoditized PC market, which faced intense competition and thin margins, and redirect resources to enterprise services and software. On October 28, 2018, IBM agreed to acquire , the leading provider of open-source , for $34 billion in cash ($190 per share), representing a 63% premium over Red Hat's prior closing price and marking IBM's largest acquisition to date. The transaction closed on July 9, 2019, integrating Red Hat's technologies like to accelerate IBM's hybrid cloud offerings and challenge dominant public cloud providers. This move was financed through cash reserves and debt, contributing to subsequent revenue growth in IBM's software segment. IBM completed the of its managed infrastructure services business into Holdings on November 3, 2021, distributing 80.1% of shares to IBM shareholders on a one-for-five basis relative to IBM held as of , 2021. This tax-free separation, which retained IBM's 19.9% stake, isolated lower-growth legacy services—generating about $17 billion in annual revenue—and freed IBM to prioritize hybrid cloud and , while providing with over $2 billion in cash for independent operations. The event adjusted IBM's capital structure without direct cash proceeds but improved focus and margins. IBM's last was a 2-for-1 adjustment on May 27, 1999, with no subsequent splits or stock dividends, reflecting a mature emphasizing quarterly cash payouts that have increased steadily, reaching $1.67 per share annually by 2023. Major capital events like these divestitures have supported ongoing share repurchases and debt management, with net acquisitions/divestitures turning negative in recent years due to spin-offs exceeding smaller tuck-in buys.

Workforce and Culture

Employee Demographics and Practices

As of December 31, 2024, IBM employed 270,300 people worldwide, reflecting a 4.22% decline from the prior year amid ongoing optimization efforts including AI-driven . The company maintains a global footprint with employees in 170 countries, including a substantial presence of approximately 130,000 in . In the United States, where detailed demographic reporting has historically been available via federal requirements, IBM's workforce composition as of recent analyses shows 31.8% female employees and 68.2% male, with racial/ethnic breakdown of 62.5% White, 8% Black or African American, 7.4% Hispanic or Latino, 20.4% Asian, and 1.8% other categories. These figures indicate underrepresentation of certain groups relative to U.S. population benchmarks, such as Black or African American employees comprising about 13.6% of the national labor force per U.S. Census data, though IBM's global operations dilute direct comparability. Following years of diversity, equity, and inclusion (DEI) initiatives aimed at altering these demographics through targeted hiring and promotion goals, IBM ceased public disclosure of such metrics in 2025, omitting diversity references from its annual report. IBM's employee practices emphasize skills-based hiring and predictive analytics for talent acquisition and retention, utilizing AI tools to forecast churn and personalize development paths, which have contributed to a high retention rating. However, prior DEI policies, including supplier spend commitments and internal quotas, faced criticism for fostering reverse discrimination; a 2025 federal court ruling allowed a white employee's lawsuit against IBM to proceed, alleging that diversity targets disadvantaged non-minority candidates. Similarly, a civil rights complaint highlighted practices that purportedly penalized white and Asian American applicants in favor of underrepresented groups, prompting IBM's 2025 rollback of its DEI department, council, and related executive incentives. This shift aligns with broader empirical evidence questioning the efficacy of quota-driven approaches, as internal data reportedly revealed tensions between such goals and meritocratic outcomes. In 2025, IBM also implemented layoffs of about 8,000 positions, primarily administrative roles replaced by AI, though subsequent rehiring occurred due to automation limitations.

Notable Employees and Leadership Transitions

Thomas J. Watson Sr. served as IBM's president from 1914 to 1956, during which he reorganized and expanded the company from its tabulating machine roots into a multinational corporation, emphasizing sales culture and employee welfare initiatives like the "THINK" slogan. His son, Thomas J. Watson Jr., succeeded him as president and CEO in 1956, leading IBM's pivotal transition into electronic computing with products like the IBM 701 in 1952 and guiding the firm through the 1960s mainframe dominance until his retirement in 1971. Subsequent leadership passed to T. Vincent Learson (1971–1973), Frank T. Cary (1973–1981), and John R. Opel (1981–1986), maintaining growth amid increasing competition, before John Akers (1986–1993) faced a severe in the early with declining revenues and , prompting IBM's board to seek external turnaround expertise. Louis V. Gerstner Jr. was appointed CEO in April 1993, halting the company's slide toward breakup by refocusing on services and customer needs, achieving profitability by 1994 and retiring in 2002 after restoring IBM's viability. Samuel J. Palmisano succeeded Gerstner in 2002, serving as CEO until 2011 while overseeing global expansion and the acquisition of PwC's consulting arm in 2002 for $3.5 billion, then handing off to Ginni Rometty in January 2012. Rometty, IBM's first female CEO, led through a period of revenue contraction from $104 billion in 2011 to $77.5 billion by 2019, emphasizing strategic divestitures like the x86 server business to Lenovo in 2014 and bets on cloud and Watson AI, before announcing her retirement. Arvind Krishna assumed the CEO role on April 6, 2020, accelerating hybrid cloud initiatives and spinning off the managed infrastructure services into Kyndryl in 2021 to streamline operations around higher-margin software and consulting. Among notable employees, IBM researchers and invented the in 1981, earning the in 1986 for enabling atomic-scale imaging. , resident at IBM's from 1958 to 1993, developed fractal geometry as a tool for modeling irregular natural phenomena, influencing fields from finance to . Other key contributors include , who proposed the for databases in 1970 while at IBM, foundational to modern SQL systems, and Robert Dennard, inventor of () patented in 1968, enabling scalable computer memory.

Controversies

World War II and Nazi Collaboration Allegations

IBM's German subsidiary, Deutsche Hollerith-Maschinen Gesellschaft mbH (), supplied punch-card tabulating machines to the Nazi regime starting in the early 1930s, which were used to conduct the 1933 enabling the identification of approximately 600,000 and other targeted groups based on racial criteria. These Hollerith systems, leased from IBM, processed data for population registration, labor allocation, and later concentration camp administration, including custom punch cards that encoded prisoner categories such as , political opponents, and , with machines installed at sites like Auschwitz by 1942. Investigative journalist , drawing on over 20,000 documents from archives in seven countries, argued in his 2001 book that IBM's headquarters maintained strategic oversight of Dehomag's operations, including technology customization for Nazi racial policies and maintenance through neutral intermediaries like and even after the U.S. entered in December 1941, generating profits for IBM estimated at $6–7 million in contemporary dollars from German contracts alone. IBM president Thomas J. Watson Sr. actively pursued business with Nazi Germany, attending the 1937 International Chamber of Commerce conference in Berlin where he met Adolf Hitler and accepted the Order of the German Eagle medal on July 1, 1937, awarded for IBM's contributions to German economic relations and technology provision. Watson publicly praised the Nazi regime's economic recovery in speeches and advertisements until 1939, and Dehomag's revenue surged from 1.2 million Reichsmarks in 1933 to over 8 million by 1939 under expanded contracts for military and census applications, despite IBM's awareness of the machines' role in anti-Jewish measures as early as 1934 internal reports. Watson returned the medal in June 1940 amid U.S. public backlash and Roosevelt administration pressure, but Dehomag pledged loyalty to the Nazi state in 1937, with IBM retaining a financial stake via a blocked Swiss account holding subsidiary profits. Allegations of direct collaboration intensified with evidence that IBM engineers trained SS personnel on custom systems for ghetto liquidation logistics and extermination camp efficiency, such as tracking deportations from where a dedicated IBM affiliate serviced machines during the 1939 invasion. Black's research, corroborated by declassified U.S. Treasury and Department files, contends that IBM's provided the informational for the Holocaust's scale, processing millions of records that facilitated the murder of six million by enabling precise targeting over manual methods. Critics of Black, including some historians, have faulted his narrative for overstating headquarters' real-time control post-1939 due to wartime disruptions and portraying neutral data-processing tools as inherently genocidal, noting similar technologies were used by Allies for ; however, Nazi adaptations included explicit racial coding not present in standard IBM applications, and Dehomag's independence was nominal as IBM enforced global patents and billing. In response to Black's book and a 2001 class-action by seeking for Dehomag's role, IBM released 1,000 pages of internal documents in 2002, asserting that subsidiaries operated autonomously after the war's outbreak, with U.S. export bans in place since 1940 limiting direct involvement, and emphasizing that punch-card technology was widely licensed without knowledge of its full misuse. The was dismissed in courts in 2006 and U.S. courts in 2011 on jurisdictional and statute-of-limitations grounds, without adjudication of complicity claims. IBM has maintained that its pre-war dealings were standard commercial practices amid global trade, akin to those of or , but archival evidence of sustained leasing revenues—routed through front companies until 1945—undermines claims of complete disengagement, highlighting profit motives over ethical severance despite early awareness of .

AI Ethics and Bias Concerns

IBM has established formal AI Ethics principles, emphasizing transparency, robustness, explainability, fairness, , and value alignment, which were publicly outlined in January 2019 to guide the development and deployment of its technologies. These principles include commitments to avoiding unjust and ensuring human oversight, reflecting IBM's recognition of ethical risks in AI systems like amplification from training data. Despite these frameworks, concerns have arisen regarding potential biases in IBM's AI applications, particularly in areas where algorithmic decisions could perpetuate societal inequities. A notable instance involved IBM's facial recognition technology, which, while performing relatively better than some competitors in U.S. benchmarks—showing lower false positive rates for African American and Asian faces compared to peers like and Face++—still raised alarms about demographic differentials in error rates. In June 2020, IBM announced it would cease offering general-purpose facial recognition or analysis software for sale, citing risks of misuse by law enforcement and the technology's inability to eliminate entirely, amid broader scrutiny following events like the George Floyd protests. This decision was positioned as a proactive ethical stance, though critics argued it highlighted inherent limitations in achieving bias-free , as even advanced systems like IBM's could inadvertently reinforce racial disparities if deployed without rigorous safeguards. In healthcare, IBM's for faced ethical questions over potential biases in treatment recommendations, stemming from training data skewed toward U.S.-centric clinical trials that underrepresented certain demographics, leading to recommendations inconsistent with local guidelines in markets like and potentially favoring aggressive interventions. Independent audits in 2018 revealed instances where suggested therapies unsupported by evidence or contraindicated, raising concerns about fairness when data biases could disadvantage patients from diverse genetic or socioeconomic backgrounds. IBM responded by enhancing and explainability features, but these incidents underscored causal risks in : biased inputs propagating to outputs without transparent , potentially eroding in . To counter such issues, IBM released the open-source AI Fairness 360 toolkit in 2018, incorporating over 70 metrics to detect and mitigate es across datasets, models, and predictions, including techniques for reweighting samples and adversarial debiasing. The toolkit has been adopted in to address in lending and hiring models, yet evaluations note challenges in its applicability, such as trade-offs between fairness and accuracy, and the need for domain-specific adaptations, indicating that while technically robust, it does not fully resolve philosophical debates on defining "fairness" (e.g., of opportunity versus outcomes). IBM's AI Ethics Board reviews high-risk projects for compliance, but ongoing CEO surveys highlight persistent worries about and accuracy in generative AI, with 48% of executives citing these as top barriers to adoption in 2024. These efforts demonstrate IBM's operationalization of ethics, though real-world deployments reveal that empirical biases persist due to data imperfections and human-defined objectives.

Employment Discrimination Claims

IBM has faced numerous lawsuits alleging , with age-related claims predominating since the , alongside cases involving , , and reverse discrimination tied to initiatives. These suits often cite patterns of selective terminations, failure to disclose protected class data during layoffs, and internal policies prioritizing younger or diverse hires. Outcomes have included verdicts, settlements, and rulings allowing claims to proceed, though IBM has consistently denied and attributed actions to business needs. Age discrimination allegations center on IBM's workforce rebalancing efforts, which plaintiffs claim systematically targeted employees over 40 to favor . A lawsuit by former workers accused IBM of violating the Age Discrimination in Employment Act by concealing ages in layoff notices, affecting thousands since 2013. In 2023, a Connecticut federal awarded $1.5 million to a 61-year-old manager, James Castelluccio, finding IBM liable for willful age discrimination in his termination despite a flawed internal . Another verdict in 2024 valued at over $3.6 million went to a 41-year IBM veteran , with the jury upholding Age Discrimination in Employment Act violations. In 2024, five senior executives sued IBM and its spin-off for age bias in job cuts favoring younger staff. A New York federal judge in 2024 permitted a by 16 ex-employees to advance, rejecting IBM's defense for some claims. Race and gender discrimination claims have included both traditional and reverse discrimination suits. In a 1999 case, Brenda Hicks, identifying as half Native American and half African American, sued IBM alleging racial and gender bias in promotion denials, though the court granted summary judgment to IBM on most counts. More recently, a 2025 Missouri Attorney General lawsuit accused IBM of violating the Missouri Human Rights Act through discriminatory practices in hiring and promotions favoring certain races and genders. Reverse discrimination cases have arisen from IBM's diversity goals; in 2025, a federal court denied IBM's motion to dismiss a suit by America First Legal challenging race- and sex-based preferences in contracting and staffing. The same year, IBM settled a white male consultant's claim alleging exclusion from promotions due to diversity quotas rewarding executives for diversity metrics, and a separate suit by Justin Dill proceeded after a judge found sufficient evidence of race and gender bias against non-diverse candidates. In 2025, a jury awarded $11.1 million to an IBM sales manager wrongfully terminated after reporting racial discrimination against subordinates.

Tax Strategies and Regulatory Scrutiny

IBM has utilized arrangements and relocation to low-tax jurisdictions as part of its global tax minimization efforts. In the early , the company shifted significant rights to subsidiaries and the , enabling the routing of royalties through these entities to reduce in higher-tax countries like the . By 2012, IBM had accumulated approximately $44.4 billion in offshore profits on which it deferred U.S. taxes, ranking sixth among American corporations for such untaxed foreign earnings. These strategies contributed to a sharp decline in IBM's effective . In 2013, the rate fell to about 5.4% on pre-tax income, nearly half the prior year's level, largely due to income reallocation via the subsidiary, which reported substantial revenues while benefiting from favorable tax rules on intercompany payments. Over the five years leading to 2013, IBM ranked among the top corporations for parking U.S.-earned profits , with estimates from groups indicating avoidance of billions in domestic es through such mechanisms. Such practices, while legal under prevailing tax norms at the time, drew for exploiting gaps in cross-border taxation systems. Regulatory scrutiny intensified amid broader U.S. and international efforts to curb profit shifting. The U.S. conducted audits of multinational , including IBM's arrangements, though specific outcomes for the company remain partially shielded by confidentiality; however, general IRS data highlighted aggressive IP migration as a common tactic under review. In , while IBM avoided high-profile state aid rulings like those against Apple, its use of low-tax havens aligned with patterns prompting investigations into selective tax advantages, contributing to calls for reforms like the OECD's initiative. Domestically, IBM faced challenges from state tax authorities over royalty income exclusions. In a New York dispute spanning years 2009–2013, the company sought to exclude billions in royalties from foreign affiliates under a state law provision, arguing the payments qualified despite the payers lacking New York nexus; an appellate court ruled against IBM in 2023, denying the exclusion because the affiliates were not New York residents, potentially exposing the firm to additional state liabilities. IBM petitioned the U.S. Supreme Court in September 2024 for review of this interpretation alongside a related franchise tax issue, but certiorari was denied in January 2025, upholding the lower court's decision and a prior repeal of the challenged tax law. These cases underscore ongoing tensions between multinational tax planning and subnational enforcement, with IBM maintaining that its structures complied with arm's-length principles and contemporaneous regulations.

Societal and Economic Impact

Technological Contributions to Industry

IBM's technological contributions began with early data processing innovations, evolving into foundational hardware and software that shaped modern computing. In 1956, IBM developed the 305 RAMAC system, introducing the world's first commercial hard disk drive with a capacity of 3.75 megabytes stored across 50 rotating platters, each 24 inches in diameter, enabling random access to data far beyond previous magnetic tape limitations. This breakthrough laid the groundwork for scalable data storage in business applications, replacing slower sequential access methods and supporting the growth of electronic data processing in industries like finance and manufacturing. The 1964 announcement of the System/360 mainframe family marked a pivotal shift toward compatible, family-wide architectures, allowing organizations to upgrade processing power—from small-scale models handling thousands of to high-end units exceeding millions—without rewriting software, which reduced migration costs and risks for enterprises. This design principle of upward compatibility influenced subsequent computing standards, enabling industries such as banking and to standardize on reliable, expandable systems that processed vast transaction volumes and scientific computations. IBM also contributed in 1957, the inaugural optimized for numerical and scientific computing, which accelerated algorithm development and remains influential in domains. In personal computing, IBM's 1981 launch of the IBM PC (Model 5150), priced at $1,565 for a base configuration with 16 KB RAM and an processor, adopted an using off-the-shelf components, fostering third-party hardware and software ecosystems that propelled the PC from niche tool to ubiquitous business instrument. This model generated over $1 billion in first-year revenue and established standards for compatibility, spurring industry-wide adoption and innovation in software like spreadsheets and essential for office productivity. Later advancements include supercomputing with the Blue Gene series, such as in 2013, which achieved petaflop-scale performance for simulations in energy and , and leadership through superconducting processors accessible via cloud since 2016, with roadmaps targeting fault-tolerant systems by 2029 capable of executing billion-gate algorithms for optimization problems intractable on classical hardware. These efforts continue to drive industrial applications in and , though practical utility remains constrained by error rates and coherence times.

Economic Effects and Job Creation

IBM's expansion in the mid-20th century significantly boosted employment in the computing sector, with the company reaching a peak of over 400,000 employees globally by the mid-1980s, driven by demand for mainframe systems and data processing equipment. This growth supported ancillary industries, including manufacturing and software development, contributing to broader economic expansion in the United States through increased productivity in sectors like finance, government, and aerospace. By the , IBM underwent amid and technological shifts, reducing its substantially from its peak as it pivoted from to services and consulting, which involved and . As of December 31, 2024, IBM employed 270,300 people worldwide, reflecting ongoing adjustments including recent cuts of approximately 8,000 positions in to integrate tools. These changes have prioritized higher-value roles in and , though they have drawn scrutiny for displacing mid-level workers while creating demand for specialized skills. In April 2025, IBM announced a $150 billion investment in U.S.-based , over five years, aimed at accelerating innovation and job creation in critical areas like semiconductors and . This commitment, including allocations for domestic supply chains, is projected to generate indirect multipliers through partnerships and growth, though specific job addition figures remain undisclosed. IBM's leadership has also forecasted that advancements could add up to $10 trillion to global GDP by 2030, underscoring the company's role in productivity gains that historically transformed industries but simultaneously automate routine tasks, netting variable net job effects.

References

  1. [1]
    About - IBM
    The mission of IBM is to be a catalyst that makes the world work better. We aim to have a positive impact globally, and in the communities where we operate.Get the latest IBM news · Regulatory reporting · Newsroom · IBM Innovation Studio
  2. [2]
    The origins of IBM
    IBM's core values, philosophies and culture date back to the merger of three obscure companies at the turn of the 20th century.
  3. [3]
    Investor Relations - IBM
    Investors can explore how today's IBM has defined a clear strategy to lead in the era of hybrid cloud and AI.Financial Reporting · IBM stockholder services · Events and Presentations · Help<|separator|>
  4. [4]
    IBM Heritage
    These are the stories of the people, innovations and values that have defined IBM for over a century, and the tales of how IBM helped pioneer the ...The origins of IBM · The IBM PC · The IBM logo · The IBM Selectric
  5. [5]
    Artificial Intelligence (AI) Solutions - IBM
    Learn how IBM's industry-leading AI expertise and portfolio of solutions can help your organization scale AI and accelerate its value.AI Agents vs. AI Assistants · AI in Action · Consulting · Customer ServiceMissing: 2020s | Show results with:2020s
  6. [6]
    About us - IBM Research
    We are a community of scientists, engineers, and designers creating the next advances in computing technology.
  7. [7]
    IBM and the Holocaust - Begin-Sadat Center for Strategic Studies
    Feb 18, 2021 · It was the IBM punch card's use in Nazi Germany that gave birth to “information technology.” Invented by a German American named Herman ...
  8. [8]
    What Ever Happened to IBM's Watson? - The New York Times
    Jul 17, 2021 · IBM's artificial intelligence was supposed to transform industries and generate riches for the company. Neither has panned out. Now, IBM has settled on a ...
  9. [9]
    IBM Abandons Facial Recognition Products, Condemns Racially ...
    Jun 9, 2020 · IBM will no longer provide facial recognition technology to police departments for mass surveillance and racial profiling.
  10. [10]
    IBM - Companies History
    Feb 7, 2024 · On June 16, 1911, these technologies and their respective companies were merged by Charles Ranlett Flint to form the Computing-Tabulating- ...
  11. [11]
    International Business Machines Corporation -- Company History
    Throughout IBM's history (the company's name was changed to International Business Machines Corporation in 1924) massive and talented sales energy, rather than ...
  12. [12]
    Thomas J. Watson Sr. - IBM
    Under his leadership, the company invested heavily in employee education. Soon after arriving in 1914, he instructed staff to open an on-site business library.
  13. [13]
    100 Years Ago, IBM Was Born - IEEE Spectrum
    Feb 13, 2024 · It's true that the businesses that formed IBM began in the late 1800s. But it's also true that a birth occurred in February 1924, with the ...
  14. [14]
    The punched card tabulator - IBM
    Hollerith applied for his first patent in 1884, outlining a proposed method to store data using holes punched into strips of paper, similar to how player pianos ...Missing: 1940s | Show results with:1940s
  15. [15]
    The IBM punched card
    Punched cards, also known as punch cards, dated to the late 18th and early 19th centuries when they were used to “program” cloth-making machinery and looms. In ...Missing: 1911- | Show results with:1911-
  16. [16]
    Advancing Humanity collection | IBM
    The company had an equally impressive impact on non-commercial systems. When the Great Depression destroyed the livelihoods of millions in the 1930s, the US ...Missing: expansion | Show results with:expansion
  17. [17]
    Early Popular Computers, 1950 - 1970
    In 1953, IBM delivered its 701 Electronic Data Processing Machine, a large-scale computer for scientific and engineering applications, including national ...
  18. [18]
    IBM 700 Series
    Some 25 times to 50 times faster than its predecessors, the 701 inaugurated IBM's 700 series with rapid advancements in computing power, memory capacity and ...
  19. [19]
    IBM Catches Up - CHM Revolution - Computer History Museum
    IBM's original forecast for the 650 predicted selling 50 machines. But at less than $4,000 per month to rent, it became a winner. Nearly 2,000 were produced.
  20. [20]
    The IBM 650
    and the first computer to generate a ...
  21. [21]
    Thomas J. Watson Jr. - IBM
    As IBM's new leader, Watson Jr. forcefully committed the company's future to computers, establishing it as a pioneer in an industry that it would come to ...Overview · From IBM to war and back
  22. [22]
    [PDF] The 360 Revolution - IBM z/VM
    The first part of this work, the story behind IBM's development of the System/360TM during the 1960s, draws from many sources. Included are recent.
  23. [23]
    IBM System/360 - Engineering and Technology History Wiki
    Jan 9, 2015 · Innovations of System/360 quickly became de facto standards that reshaped the computer industry and facilitated its sustained rapid growth.Seeking Compatibility · Product Announcement · Software Support · Market Impact
  24. [24]
    The IBM System/360: The Computer That Changed Business Forever
    Apr 14, 2025 · The impact of the System/360 extended beyond technology into industries like banking, healthcare, and manufacturing. It enabled automation of ...
  25. [25]
    [PDF] IBM Domination in the 1960s and 1970s
    Feb 11, 2020 · ○ '60s – growth of 15-20% per year. ○ 1960 - $1.8 billion in sales, 104,000 employees. ○ 1970 - $7.2 billion in sales, 259,000 employees.
  26. [26]
    The History of IBM and Its Role in the Development of Modern ...
    Aug 30, 2025 · IBM's history is full of milestones. The first hard disk appeared in 1956, fundamentally changing data storage. This was followed by numerous ...Punch Card Systems And Their... · Ibm's Role In The Emergence... · Ibm's Place In The History...
  27. [27]
    #4 IBM - a deep dive into the Organic Growth of IBM - Growth Memo
    Jan 4, 2024 · 1950s: IBM enters the computing industry with large-scale computers. ... 1970s: IBM makes 60-70% of business computers world-wide. 1980s ...<|separator|>
  28. [28]
    How Big was IBM? - by Babbage - The Chip Letter - Substack
    Sep 8, 2025 · In 1985 IBM had revenue of slightly more than $50 billion, or adjusted for inflation, around $150 billion. This compares with revenue in 2024 ...
  29. [29]
    THE DAUNTING POWER OF I.B.M. - The New York Times
    Jan 20, 1985 · I.B.M.'s dominance is greatest in the market for large central computers, or mainframes, where its share exceeds 70 percent. It is weakest in ...
  30. [30]
    Ian Cassel on X: "In 1980, Microsoft $MSFT was an $8 million ...
    Jun 26, 2025 · IBM was largest public company in the world and controlled 70% of the global computer market which was primarily mainframe computers.
  31. [31]
    How the IBM PC Won, Then Lost, the Personal Computer Market
    Jul 21, 2021 · IBM's revenue reached $29 billion in 1981 and climbed to $46 billion in 1984. The company was routinely ranked as one of the best run. IBM's ...
  32. [32]
    The IBM PC - CHM Revolution - Computer History Museum
    IBM introduced its PC in 1981 with a folksy advertising campaign aimed at the general public. Yet, the IBM PC had its most profound impact in the corporate ...
  33. [33]
    IBM Introduces Its Personal Computer | Research Starters - EBSCO
    IBM's decision to allow other software and hardware manufacturers to create compatible products contributed to the proliferation of "clone" PCs, cementing its ...Missing: pressures | Show results with:pressures
  34. [34]
    What were the real competitors to the early IBM PC?
    Jul 11, 2018 · Early 80s: Atari, Commodore, Radio Shack, and Sinclair 8-bit machines (and their clones) were the most common in homes. For games consoles, ...Did IBM encourage Bill Gates to retain the rights over PC-DOS?What PC "Clone" technology standards were introduced by clone ...More results from retrocomputing.stackexchange.comMissing: pressures | Show results with:pressures
  35. [35]
    IBM Finds Clones of Old Model Are Stiff Competition
    Aug 30, 1988 · The continued success of AT clones poses a difficult problem for IBM, which stopped making its AT models in order to help establish the PS/2 as ...
  36. [36]
    Regulation of IBM - Stanford Computer Science
    In 1982, the case was dropped by a judgement ruling it "without merit." (Pugh, Building IBM). Although it never lost any money through judgements, IBM spent ...
  37. [37]
    The Decline and Rise of IBM - MIT Sloan Management Review
    “It's a dinosaur, an implosion, a wreck,” various commentators ...
  38. [38]
    IBM Reports First Loss--$2.8 Billion : Business: The 1991 decline is ...
    Jan 18, 1992 · IBM says it plans to cut another 15,000 to 20,000 jobs this year, even though 9,000 more employees than expected took early retirement in 1991.
  39. [39]
    How IBM Crashed, Then Rebooted With a $24 Billion Comeback
    The company announced that for the 1992 financial year, they had lost $8.2 billion. To put that in perspective, that amount at the time was more than any U.S. ...
  40. [40]
    $$8-Billion Loss Posted by IBM; More Layoffs Set - Los Angeles Times
    Jul 28, 1993 · IBM's loss, the second-biggest by a U.S. company in a single quarter, arises mainly from $8.9 billion in extraordinary charges to cover layoffs, ...
  41. [41]
    How Lou Gerstner Got IBM To Dance - Forbes
    Nov 11, 2002 · After months of courting, Gerstner took over as chairman and CEO of IBM on April Fools' Day of 1993. The answers to the question of how Gerstner ...
  42. [42]
    How did IBM lose the personal PC war in the 80s and early 90s ...
    Jan 9, 2020 · IBM released their PC in 1981. By early 1983, Compaq released their clone, after legally cloning IBM's BIOS, allowing them to have a compatible.How did the choice to partner with Microsoft and Intel affect IBM's ...Why did IBM PC clone computers come to dominate the market?More results from www.quora.comMissing: pressures | Show results with:pressures
  43. [43]
    IBM has its first female leader - Daily Freeman
    Oct 25, 2011 · She oversaw IBM's $3.5 billion purchase of PricewaterhouseCoopers' consulting business in 2002, which is a key element of a strategy that has ...
  44. [44]
    10 Years Later, Looking Back at the IBM-Lenovo PC Deal | PCMag
    May 4, 2015 · On May 1, 2005, IBM sold this business to Lenovo and over the last 10 years Lenovo has become the No. 1 PC player in the world.
  45. [45]
    IBM Looks Back on 2000s, Sets Sites on Next Decade - IT Jungle
    Mar 22, 2010 · The company moved to make its software “embedded and modularized.” It got rid of the PC, hard disk, and printer divisions. Big investments were ...
  46. [46]
    Huge Payoff for I.B.M. After a Shift - The New York Times
    Jan 19, 2010 · Services and software now account for more than 80 percent of I.B.M.'s business, up from half in 2000. In that time, the company sold hardware ...
  47. [47]
    Sam Palmisano's legacy of leadership at IBM - Fortune
    Nov 18, 2011 · Palmisano made major long-term bets on analytics, supercomputing, and the Smarter Planet initiative, which aims to harness all of IBM's ...
  48. [48]
    How IBM's Sam Palmisano Redefined the Global Corporation
    Jan 18, 2012 · In 2002 Palmisano succeeded a legendary leader in Lou Gerstner, who saved IBM from being broken up and put it on a viable course. Whereas ...Missing: achievements 2002-2011<|separator|>
  49. [49]
    Ginni Rometty: “Don't Try to Protect the Past”
    Rometty, 59, is on a protracted mission to make IBM a cloud-based “solutions” business. She has invested billions in advanced technologies while selling off ...
  50. [50]
    IBM Under Ginni Rometty: A Look Back at the Hits and Misses
    Feb 5, 2020 · She steered the company's strategy towards cloud computing, Watson and led IBM deeper into next-gen technologies Blockchain, AI, cybersecurity, ...
  51. [51]
    [PDF] IBM Completes Initial Closing of the Sale of its x86 Server Business ...
    Oct 20, 2014 · On October 1, 2014, IBM and Lenovo completed the initial closing of the sale of IBM's industry standard server business to Lenovo. The details ...
  52. [52]
    How IBM Became A Multinational Giant Through Multiple Business ...
    Dec 5, 2022 · IBM was founded in 1911 ... The birth of IBM was the result of the vision and leadership of CTR's first president, Charles Ranlett Flint.
  53. [53]
    IBM: Facts and Statistics (2024) - Investing.com
    Jul 22, 2025 · IBM's Annual Revenue from 2000 to 2022 ; 2014, $92.8 ; 2015, $81.74 ; 2016, $79.92 ; 2017, $79.14 ; 2018, $79.59.
  54. [54]
    IBM Completes the Separation of Kyndryl - IBM Newsroom
    Nov 3, 2021 · IBM announced that it has completed the separation of its managed infrastructure services business to Kyndryl. Starting on November 4, 2021, ...
  55. [55]
    Spin-off Information | Kyndryl Holdings, Inc. - Investor Relations
    IBM shareholders of record as of October 25, 2021, received one share of Kyndryl common stock for every five shares of IBM common stock held on that date.
  56. [56]
    IBM Completes Separation of Kyndryl
    On November 3, 2021, IBM completed the separation of Kyndryl into an independent publicly traded company. Today, IBM is filing an 8-K, as required by the SEC.
  57. [57]
    [PDF] IBM Strategic Update 2020 Prepared Remarks
    The acquisition of Red. Hat has established us as a leading hybrid cloud platform provider. Adoption is accelerating and we are seeing an increase in demand for ...
  58. [58]
    IBM's bets on AI and hybrid cloud pay off | Network World
    May 6, 2024 · IBM is seeing its strategy of acquiring companies to build a broad, multicloud platform start to pay real dividends.Missing: 2020s | Show results with:2020s
  59. [59]
    Accelerating our future and growth strategy - IBM Newsroom
    We are focused on accelerating our growth strategy and seizing the $1 trillion hybrid cloud opportunity.Missing: 2020-2025 | Show results with:2020-2025
  60. [60]
    IBM Watson
    Under development for three years, IBM designed watsonx to manage the life cycle of foundation models that are the basis of generative AI capabilities and for ...IBM watsonx · Watsonx Assistant · IBM Garage · Explore watsonx.ai
  61. [61]
    IBM Study: Businesses View AI Agents as Essential, Not Just ...
    Jun 10, 2025 · A new IBM Institute for Business Value study reveals enterprises are rapidly scaling AI-enabled workflows, with expected growth from 3% to 25% by end of 2025.
  62. [62]
    IBM reshaping Watson for transforming its AI business
    Jul 24, 2025 · June 2021: IBM has acquired Turbonomic, an AI-powered cloud Application Resource Management (ARM) and Network Performance Management (NPM) ...
  63. [63]
    IBM roadmap to quantum-centric supercomputers (Updated 2024)
    May 10, 2022 · By 2025, we think model developers will be able to explore quantum applications in machine learning, optimization, natural sciences, and beyond.
  64. [64]
    IBM lays out clear path to fault-tolerant quantum computing
    Jun 10, 2025 · IBM lays out a clear, rigorous, comprehensive framework for realizing a large-scale, fault-tolerant quantum computer by 2029.
  65. [65]
    IBM Quantum Computing | Technology and roadmap
    In June 2025, IBM announced the world's first large-scale fault-tolerant quantum computer will be built at our newest data center in Poughkeepsie, NY.Missing: 2020-2025 | Show results with:2020-2025
  66. [66]
    Arvind Krishna Elected IBM Chairman - IBM Newsroom
    Dec 16, 2020 · Mr. Krishna, 58, was elected IBM's 10th CEO in January, and assumed the position on April 6, 2020 after holding numerous senior leadership ...
  67. [67]
    Senior Leadership - IBM
    Arvind Krishna, Chairman, President and Chief Executive Officer; Jonathan H. Adashek, Senior Vice President, Marketing and Communications; Mohamad Ali, Senior ...
  68. [68]
    About the Board of Directors - IBM
    Following the Annual Meeting in 2025, the Board will consist of 13 directors. In between annual meetings, the Board has the authority under the by-laws to ...Overview · Directors
  69. [69]
    Meet the Board | IBM
    Marianne C. Brown. Former Chief Operating Officer, Global Financial Solutions, Fidelity National Information Services, Inc. ; Thomas Buberl. Chief Executive ...
  70. [70]
    [PDF] 2025 - Notice of Annual Meeting & Proxy Statement
    Mar 7, 2025 · ... director independence and Board composition. The. Board determined that each Director nominee, except Mr. Macpherson, is independent. The Board ...
  71. [71]
    Committees of the board - IBM
    Members: Peter R. Voser (Chair), David N. Farr, Michelle J. Howard, Frederick William McNabb III · Audit committee financial experts: David N. Farr, Michelle J.
  72. [72]
    Top IBM Shareholders - Investopedia
    Sep 22, 2025 · Vanguard Group is the largest shareholder of IBM, holding 10.2% of total shares outstanding as of June 30, 2025.10. The Bottom Line. IBM is a ...
  73. [73]
    Who Owns IBM? IBM Shareholders - Investing.com
    Top Institutional Holders ; The Vanguard Group, Inc. 10.20%, 95,051,475, Jun 29, 2025, 27,089,670 ; BlackRock, Inc. 8.34%, 77,695,725, Jun 29, 2025, 22,143,282.
  74. [74]
    Shareholder Activism on the Rise at These Two Major Companies
    May 8, 2024 · On April 30, 31% of IBM investors voted to ask IBM to set comprehensive climate emissions targets, according to Green Century Capital Management ...
  75. [75]
    IBM shareholders asked to back greater lobbying transparency
    Apr 11, 2025 · An activist investor has called on IBM to report on its lobbying practices, which he alleges include spending “dark money” with organizations that campaign ...Missing: influence | Show results with:influence
  76. [76]
    Shareholder says IBM's lobbying lacks transparency & oversight
    IBM investor urges transparency on "dark money" lobbying tied to anti-climate efforts, citing shareholder risks ahead of April 29 annual meeting.
  77. [77]
    Contact IBM
    Corporate address. 1 New Orchard Road Armonk, New York 10504-1722. United States ; Phone numbers. General: Toll Free: 1-800-426-4968. Shopping assistance: Toll ...Contact · Support · Invoices & Orders
  78. [78]
    IBM World Headquarters - KPF
    The IBM World Headquarters was designed to enable the company's transformation into a streamlined, collegial, technology-driven organization.
  79. [79]
    Where is IBM's Headquarters? Main Office Location and Global Offices
    Nov 29, 2024 · The main office of IBM is its corporate headquarters, located at 1 New Orchard Road in Armonk, New York. This facility serves as the central ...
  80. [80]
    Locations - IBM Careers
    We have offices in more than 170 countries, and our teams collaborate globally to drive innovation to the world. Let's find you a career near your location.Americas · Europe
  81. [81]
    Number of Employees 2011-2025 | IBM - Macrotrends
    IBM total number of employees in 2023 was 305300, a 11.51% decline from 2022. IBM total number of employees in 2022 was 345000, a 0% decline from 2021.<|separator|>
  82. [82]
    IBM to cut 9000 US jobs as workforce shifts abroad - HR Grapevine
    Mar 25, 2025 · IBM is rumoured to be cutting around 9,000 jobs in the US next year as part of a broader restructuring initiative, with many of the affected ...
  83. [83]
  84. [84]
    IBM Cloud Global Data Centers
    Learn about the IBM Cloud data centers located around the world to help you meet geography-specific requirements quickly.<|control11|><|separator|>
  85. [85]
    Security Operation Center (SOC) Locations - IBM
    Security Operations Center (SOC) locations · Bangalore, India. IBM India Private Limited No.12, Subramanya Arcade · Wroclaw, Poland. IBM Global Services Delivery ...
  86. [86]
    International scope of IBM
    Now, IBM operates in more than 170 countries and territories and boasts a thriving global workforce. IBM has more employees in India than in the United States ...
  87. [87]
    Why Outsourcing Is In - Strategy+business
    Jul 15, 2002 · Earlier this year, IBM entered into a $5 billion manufacturing outsourcing arrangement with the Sanmina-SCI Corporation, an electronics contract ...
  88. [88]
    IBM outsources xSeries server manufacturing - Tech Monitor
    Jan 7, 2003 · IBM wants to make more money on xSeries servers, and the company believes that outsourcing to Sanmina-SCI is better than trying to invent more ...
  89. [89]
    Semiconductor Assembly and Test Services - IBM
    With over 50 years of package assembly and test experience, Bromont is the largest Outsourced Semiconductor Assembly and Test (OSAT) facility in North America ...
  90. [90]
    Albany - IBM Research
    The facility currently spans across five buildings and includes more than 100,000 square feet of semiconductor fabrication space.
  91. [91]
    IBM builds its first cognitive supply chain
    IBM employs supply chain staff in 40 countries and makes hundreds of thousands of customer deliveries and service calls in over 170 nations.
  92. [92]
    IBM Saves $160 Million, Achieves 100% Order Fulfillment With ...
    Oct 25, 2023 · By deploying a cognitive supply chain, IBM managed to maintain a 100% order fulfillment rate to its clients and reduce supply chain costs $160 million.
  93. [93]
    IBM Products
    The place to shop for software, hardware and services from IBM and our providers. Browse by technologies, business needs and services.Watsonx.ai · IBM Cloud solutions · Apptio, an IBM Company · IBM SPSS Statistics
  94. [94]
    Power servers | IBM
    IBM Power servers are high-performance, scalable, and reliable, designed for demanding workloads, with reliability, security, and flexibility.IBM PowerVC · Power S1014 · Power S1022 · Power S1012
  95. [95]
    Enterprise Data Storage Solutions | IBM
    Transform and enhance your business with a comprehensive storage solution that integrates and refreshes your existing IT infrastructure, while reducing ...FlashSystemStorage for Hybrid CloudCloud Storage ServicesStorage for Data and AIStorage solutions
  96. [96]
    IBM Z Mainframe Servers and Software
    IBM Z mainframe servers and software deliver secure, reliable, and fast IT infrastructure for digital transformation.Mainframe SoftwareEducation and training
  97. [97]
    IBM zSystem
    The world's most powerful mainframes continue to push technological boundaries while powering global finance and online commerce.
  98. [98]
    IBM Storage Ceph
    IBM Storage Ceph is an IBM-supported open-source, software-defined storage platform that offers scalable object, block and file storage in a single system.
  99. [99]
    IBM Quantum Computing | Home
    IBM Quantum is providing the most advanced quantum computing hardware and software – and partners with the largest ecosystem to bring useful quantum ...IBM Quantum Platform · Technology · Learning · Qiskit
  100. [100]
    Quantum Hardware - IBM Research
    IBM Quantum has a clear vision toward achieving practical quantum advantage. Today we are building state-of-the-art superconducting quantum processors.
  101. [101]
  102. [102]
  103. [103]
    Watsonx - IBM
    IBM watsonx is a portfolio of AI products that accelerates the impact of generative AI in core workflows to drive productivity.Watsonx.aiWatsonx.dataWatsonx AssistantWatsonx OrchestrateWatsonx.governance
  104. [104]
    Software - IBM
    IBM's software combines cutting edge innovation from the world's largest industrial R&D organization with over a century of deep enterprise expertise.
  105. [105]
    IBM's $34 Billion Acquisition of Red Hat Affects Open Source ...
    Jul 11, 2019 · Discover how IBM's acquisition of Red Hat signifies a monumental shift towards open source innovation and software security.
  106. [106]
  107. [107]
    IBM Unveils Advancements Across Software and Infrastructure to ...
    Oct 7, 2025 · At TechXchange 2025, IBM's annual event for developers and technologists, the company unveiled new and upcoming product capabilities ...
  108. [108]
    Red Hat OpenShift on IBM Cloud
    Red Hat OpenShift on IBM Cloud is a fully managed OpenShift Container Platform, one that offers numerous options on where and how it can be deployed.<|separator|>
  109. [109]
    2025 - IBM Hybrid Cloud Roadmap
    A security platform will be embedded into IBM software/platform. Red Hat tool chains and the Developer Hub will be enhanced with the automated collection of ...
  110. [110]
  111. [111]
    The World's Largest Cloud Providers, Ranked by Market Share
    Sep 10, 2025 · It shows global market share in Q2 2025 by revenue. AWS Remains the ... IBM Cloud, 2%, $2.0B, US. Tencent Cloud, 2%, $2.0B, China.
  112. [112]
    Red Hat® AI on IBM Cloud
    Red Hat AI on IBM Cloud empowers organizations to manage and monitor the entire lifecycle of both predictive and generative AI models, whether deployed on ...Featured News · Red Hat Ai Offerings On Ibm... · Bring Your Ai Workloads From...
  113. [113]
    IBM can't afford an unreliable cloud - InfoWorld
    Aug 19, 2025 · Frequent IBM Cloud outages reveal systemic weaknesses in its control pane, putting its hybrid cloud strategy and customer trust at risk.
  114. [114]
    How IBM and HashiCorp are simplifying AI-ready hybrid cloud ...
    May 12, 2025 · Discover how IBM and HashiCorp are enabling secure, automated hybrid cloud environments built for the age of AI.
  115. [115]
    From checkers to chess: A brief history of IBM AI
    Watson Sr., consisted of 10 racks holding 90 servers, with a total of 2,880 processor cores. Watson was part of a new generation of machines that could ...
  116. [116]
    Watson, Jeopardy! champion | IBM
    The final result ended with a resounding victory. Watson won USD 77,147, which was donated to various charities, besting Ken Jennings's USD 24,000 and Brad ...
  117. [117]
    IBM computer Watson wins Jeopardy clash - The Guardian
    Feb 17, 2011 · Jennings and Rutter managed to beat Watson in Final Jeopardy: they knew which city's largest airport is named after a second world war hero and ...
  118. [118]
    The Rise and Fall of IBM Watson: Lessons from AI's Journey in ...
    Aug 16, 2024 · Watson was designed to be more than a tool for doctors; it aimed to reshape the entire healthcare decision-making process, including diagnosis, ...
  119. [119]
    IBM's Watson recommended 'unsafe and incorrect' cancer treatments
    Jul 25, 2018 · Internal IBM documents show its Watson supercomputer made multiple "unsafe and incorrect" cancer treatment recommendations as IBM was ...
  120. [120]
    How IBM's Watson went from the future of health care to sold off for ...
    Jan 31, 2022 · Watson Health was supposed to change health care in a lot of important ways, by providing insight to oncologists about care for cancer patients, ...
  121. [121]
    Case Study 20: The $4 Billion AI Failure of IBM Watson for Oncology
    Dec 7, 2024 · This case study examines how a project with such potential faltered, offering lessons for future ventures at the intersection of AI and healthcare.
  122. [122]
    How to build a successful AI strategy - IBM
    An AI strategy helps organizations address the complex challenges associated with AI implementation and define its objectives.
  123. [123]
    IBM AI Roadmap
    AI Roadmap ; 2024. Build multimodal, modular transformers for new enterprise applications. ; 2025. Alter the scaling of generative AI with neural architectures ...
  124. [124]
    IBM: How CEOs Can Turn AI Challenges Into Growth | AI Magazine
    Aug 19, 2025 · IBM's strategy for long-term AI success · Just 25% of AI initiatives delivered on expectations in the past three years · Only 16% have scaled ...
  125. [125]
    IBM's Enterprise AI Strategy: Trust, Scale, And Results - Forbes
    Mar 31, 2025 · It's a strategy centered on a pragmatic, enterprise-first approach that can deliver trusted, efficient, and domain-relevant AI solutions.
  126. [126]
    The hardware and software for the era of quantum utility is here - IBM
    Dec 4, 2023 · IBM Quantum Heron features 133 fixed-frequency qubits with tunable couplers, yielding a 3-5x improvement in device performance over our previous ...
  127. [127]
    IBM Quantum Roadmap
    2025. Extend algorithms on quantum computing + HPC and demonstrate error correction code. We will release Quantum + HPC tools that will leverage Nighthawk, a ...
  128. [128]
    The Basque Government and IBM Inaugurate Europe's first IBM ...
    Oct 14, 2025 · The IBM-Euskadi Quantum Computational Center now offers its members access to one of the most powerful quantum computers in the world.Missing: achievements | Show results with:achievements
  129. [129]
    Top 20 IBM Products/Innovations - eWeek
    In 1959, IBM introduced the 1401, the first high-volume, stored-program, core-memory transistorized mainframe.
  130. [130]
    IBM System/360 - CHM Revolution - Computer History Museum
    IBM's System/360, a new family of general-purpose computers, changed everything. Programs for one System/360 computer ran on all, letting customers readily ...
  131. [131]
    Building the System/360 Mainframe Nearly Destroyed IBM
    Apr 5, 2019 · IBM spent US $5 billion to build the System/360, introduced in 1964. These 9-track magnetic tape drives were among the S/360's 150-product line.
  132. [132]
    The IBM System/360
    The System/360 unified a family of computers under a single architecture for the first time and established the first platform business model.Missing: revolution | Show results with:revolution
  133. [133]
    IBM - Company - Computing History
    27 Jan 1948, IBM builds the Selective Sequence Electronic Calculator ; 2 Jul 1953, IBM announces the Model 650 computer ; 20 Sep 1954, First FORTRAN program runs.<|separator|>
  134. [134]
    The relational database - IBM
    A system that could potentially store and access information in large databases without providing a formal organizational structure or even recording exact ...
  135. [135]
    System R: relational approach to database management
    System R is a database management system which provides a high level relational data interface. The systems provides a high level of data independence.
  136. [136]
    Deep Blue - IBM
    The Deep Blue team had an ambitious goal: to develop a computer so powerful that it could beat the world's best human chess player. Deep Blue's first major ...
  137. [137]
    IBM Patents - Insights & Stats (Updated 2025)
    IBM has a total of 155310 patents globally, out of which 53283 have been granted. Of these 155310 patents, more than 65% patents are active.
  138. [138]
    IBM Quantum Patents Are a Growing Part of Big Blue's Prolific IP ...
    May 7, 2024 · IBM registered 3953 granted patents with a growing number of these patents in the field of quantum information science.
  139. [139]
    IBM tops the US patent list for 28 years
    and in 2020, it was more than 9,130 US patents — demonstrates our continuous, never-ending ...
  140. [140]
    IBM is no longer the U.S. patent leader
    Jan 9, 2023 · For 29 years straight, IBM has led the United States in minting patents, at its peak filing over 10,000 US patent applications in a single year ...
  141. [141]
    IBM, Patent Leadership: Balances Proprietary and Collaborative ...
    In July 2007, IBM also announced granting access to its entire patent portfolio of 40,000 patents in support of more than 150 standards designed to make ...Missing: notable | Show results with:notable<|control11|><|separator|>
  142. [142]
    Qualcomm beats IBM to grab no. 2 spot on U.S. patent list - Axios
    Jan 9, 2024 · Qualcomm's number of patents grew nearly 50%, making it the first US company in three decades to surpass IBM, according to market intelligence firm IFI Claims.<|separator|>
  143. [143]
    The Most Innovative American Companies, Based on Patents
    Apr 23, 2024 · IBM is America's most innovative company, with 3,953 patents granted in 2023. California is the most innovative state, with 11.8 patents granted ...
  144. [144]
    Why we patent - Inside IBM Research - Medium
    Jan 9, 2017 · But licensing is not the only reason we pursue patents. At IBM, we patent above all to protect our ability to complete the innovation lifecycle.Missing: notable | Show results with:notable
  145. [145]
    Introducing 7 of IBM's Masters of Invention - IBM Newsroom
    IBM inventors who turn their research into patentable ideas that the company has developed a career path whose milestones include becoming a Master Inventor.
  146. [146]
    How IBM's Data Analytics Patents Shape IP Strategies in Big Data
    Sep 22, 2025 · Discover how IBM's data analytics patents influence IP strategies and lead innovations in the competitive world of big data.
  147. [147]
    Disrupting the patent ecosystem with blockchain and AI - IBM
    Blockchain and AI is disrupting the intellectual property ecosystem - one of the most valuable asset classes on the planet. Here's how.
  148. [148]
    IBM Research
    At IBM Research, we're inventing what's next in AI, quantum computing, and hybrid cloud to shape the world ahead.Labs · IBM Careers · About us · Semiconductors
  149. [149]
    IBM Strategic Partnerships
    Discover the power of IBM partnerships. Together, we design, deploy and manage end-to-end solutions to address our client's business challenges.IBM and SAP Partnership · IBM and Salesforce Partnership
  150. [150]
    MIT-IBM Watson AI Lab: Home
    MIT and IBM Research have joined forces to create the MIT-IBM Watson AI Lab, the world's foremost academic-industry alliance for advanced AI research ...
  151. [151]
    AI Alliance Launches as an International Community of Leading ...
    Dec 5, 2023 · IBM and Meta Launch the AI Alliance in collaboration with over 50 Founding Members and Collaborators globally including AMD, Anyscale, CERN, ...
  152. [152]
    SUNY-IBM AI Research Alliance
    This alliance is part of a $2B partnership between the State of NY, SUNY, and IBM to create a global research hub for developing next-generation AI hardware.
  153. [153]
    10-28-24 SUNY-IBM AI Research Alliance Awardees
    Oct 28, 2024 · This partnership enhances and enriches both SUNY's and IBM's capabilities and underscores their commitment to advancing AI for economic growth ...
  154. [154]
    UAlbany, IBM Announce New $20M AI Research Collaboration
    Oct 16, 2023 · A $20 million collaboration between UAlbany and IBM that will power new AI research projects with the help of advanced cloud computing and emerging hardware.Missing: governments | Show results with:governments
  155. [155]
    IBM Quantum Network
    Our partners include. basq; boeing; bradesco; cleveland Clinic; credit Mutuel; eon; Free Ya Mind; nersc; oakridge; qedma; RPI; riken; TCS Tata Consultancy ...
  156. [156]
    IBM Launches $100 Million Partnership with Global Universities to ...
    May 21, 2023 · At the G7 Summit in Japan, IBM announced a 10-year, $100 million initiative with the University of Tokyo and the University of Chicago to ...
  157. [157]
    CERN and IBM: a Quantum Hub for Scientific Research
    In June 2021, CERN has become a quantum hub in partnership with the IBM Q-Network and is now welcoming new hub members. The mission of the CERN hub is to ...
  158. [158]
    Cornell–IBM collaboration advances quantum computing
    Jul 14, 2025 · Through a collaboration with IBM led by Cornell, researchers have brought that revolution one step closer, achieving two major breakthroughs.
  159. [159]
  160. [160]
    Cambridge - IBM Research
    The MIT-IBM Watson AI Lab, established in 2017, is a collaborative initiative between MIT and IBM Research, dedicated to advancing the field of artificial ...<|control11|><|separator|>
  161. [161]
    Programs - IBM
    We collaborate with nonprofits, universities, and government entities to amplify our impact, scale initiatives, and create lasting, meaningful change.
  162. [162]
    How IBM Makes Money - Investopedia
    IBM sells software, offers consulting services, and provides hybrid cloud infrastructure solutions. · The software segment is IBM's biggest source of revenue and ...Missing: offerings | Show results with:offerings
  163. [163]
    International Business Machines Full Year 2024 Earnings: EPS ...
    Mar 1, 2025 · International Business Machines (NYSE:IBM) Full Year 2024 Results. Key Financial Results. Revenue: US$62.8b (up 1.4% from FY 2023).
  164. [164]
    IBM (IBM) - Revenue - Companies Market Cap
    In 2024 the company made a revenue of $62.75 Billion USD an increase over the revenue in the year 2023 that were of $61.85 Billion USD.
  165. [165]
  166. [166]
  167. [167]
  168. [168]
  169. [169]
    IBM RELEASES FOURTH-QUARTER RESULTS
    Jan 29, 2025 · IBM RELEASES FOURTH-QUARTER RESULTS ; 2024 ; REVENUE BY SEGMENT ; Software. $ 7,924 ; Consulting. 5,175 ; Infrastructure. 4,256.
  170. [170]
    IBM Completes Acquisition of Red Hat
    Jul 9, 2019 · IBM acquired all of the issued and outstanding common shares of Red Hat for USD 190 per share in cash, representing a total equity value of ...
  171. [171]
    Lenovo Completes Acquisition of IBM's Personal Computing Division
    May 1, 2005 · Lenovo has paid IBM US$1.25 billion, comprised of approximately US$650 million in cash and US$600 million in Lenovo Group shares.
  172. [172]
    The 20th Anniversary Of Lenovo-IBM Deal That Reshaped The PC ...
    May 6, 2025 · Lenovo announced on December 7, 2004, that it would purchase IBM's Personal Computing Division for roughly $1.25 billion in cash and stock, with ...
  173. [173]
    IBM Closes Landmark Acquisition of Red Hat for $34 Billion
    Jul 9, 2019 · IBM acquired Red Hat for $34 billion, aiming to create a hybrid multicloud platform, while preserving Red Hat's independence and open source ...Missing: 2020s | Show results with:2020s
  174. [174]
    FAQs about the Kyndryl Holdings, Inc. Distribution - IBM
    On 3 November 2021, International Business Machines Corporation (“IBM” or “we”) distributed 80.1% of its interest in Kyndryl Holdings, Inc. (“Kyndryl”) to ...
  175. [175]
    IBM Stock Splits and Dividends
    The last IBM stock split occurred in 1999 and the last stock dividend distribution occurred in 1967.Missing: key capital
  176. [176]
    IBM Net Acquisitions/Divestitures 2011-2025 - Macrotrends
    IBM net acquisitions/divestitures for the twelve months ending June 30, 2025 were $-19.579B, a 118.86% increase year-over-year. IBM annual net acquisitions ...
  177. [177]
    International Business Machines (IBM) Number of Employees 1991 ...
    International Business Machines had 270,300 employees as of December 31, 2024. The number of employees decreased by 11,900 or -4.22% compared to the previous ...<|separator|>
  178. [178]
    IBM Company Profile - DiversIQ
    IBM's workforce is 31.8% female, and 68.2% male. Their workforce is 62.5% White, 8% Black/African American, 7.4% Hispanic/Latino, 20.4% Asian, and 1.8% other.Missing: 2024 | Show results with:2024
  179. [179]
    IBM and Raleigh's Red Hat drop diversity hiring policy
    Mar 13, 2025 · But in its 2024 annual report, IBM doesn't use “diversity” at all. There is no “diversity and inclusion” subsection nor mention of the “ ...
  180. [180]
    Building A Successful Talent Acquisition Strategy - IBM
    The strategy outlines the methods and processes for sourcing, screening and selecting candidates, while also focusing on employee retention and long-term ...
  181. [181]
    IBM Retention Score - Comparably
    Rating 4.7 (102,615) IBM's Retention score is rated an "A+" by 3704 employees. The category helps understand IBM's focus and commitment to retaining employees in their organization.Missing: practices hiring<|separator|>
  182. [182]
    IBM must face white worker's lawsuit over diversity goals | Reuters
    Mar 26, 2025 · ... DEI initiatives such as diversity training may be unlawful. Civil rights advocates say DEI initiatives are necessary to remedy historic ...Missing: criticism | Show results with:criticism
  183. [183]
    America First Legal Slams IBM for Racially Discriminating Against ...
    Dec 12, 2023 · The senior leadership at IBM is wholly committed to discriminating against Americans as a matter of formal corporate policy. This cannot stand.
  184. [184]
    IBM reverses course on decades of DEI efforts - HR Brew
    May 6, 2025 · IBM will reportedly no longer have a DEI department and eliminated its Diversity Council, which was established in the 1990s.
  185. [185]
    Here Are All The Companies Rolling Back DEI Programs - Forbes
    Apr 11, 2025 · IBM Reportedly Walks Back Diversity Policies, Citing 'Inherent Tensions': Here Are All The Companies Rolling Back DEI Programs · Topline.
  186. [186]
  187. [187]
    IBM CEO History: From Hollerith to Krishna
    Feb 1, 2024 · LIST OF IBM PRESIDENTS & CEOS · Herman Hollerith (1896-1911) · Charles R. Flint (1911-1914) · Thomas J. Watson Sr. (1914-1952) · Thomas J. Watson Jr ...
  188. [188]
    Former CEOs - IBM Newsroom
    Louis V. Gerstner, Jr. served as chief executive officer and chairman of the board of IBM Corporation from April 1993 to March 2002 and chairman until his ...
  189. [189]
    The 25 Most Influential People at IBM - eWeek
    Samuel J. Palmisano is chairman of the board, president and CEO of IBM. He joined IBM in 1973 and was appointed to chairman and CEO in 2003.
  190. [190]
    Ginni Rometty - IBM
    Ginni Rometty became CEO of IBM in 2012 and retired from the company on December 31, 2020. · Rometty also established IBM as the model of responsible stewardship ...
  191. [191]
    Arvind Krishna takes over as IBM CEO - CNBC
    Apr 6, 2020 · Arvind Krishna takes over as CEO of IBM Monday, replacing Ginni Rometty. It's a pivotal moment for IBM, and not just because of the ...
  192. [192]
    Who are the most successful IBM employees (current and former ...
    Mar 15, 2020 · Gerd Binning and Heinrich Rohrer invented the tunneling electron microscope, Jim Wynne invented the use of lasers in surgery, Edgar Codd ...<|separator|>
  193. [193]
    IBM: Who are the most famous ex-IBMers who have gone on ... - Quora
    Dec 30, 2012 · Arthur Blank—co-founder of Home Depot ; Jim Balsillie—Former co-CEO of Research In Motion ; Andrew Gould—Chairman and former CEO of Schlumberger ...
  194. [194]
    The Nazi Party: IBM & “Death's Calculator” - Jewish Virtual Library
    When Hitler came to power, a central Nazi goal was to identify and destroy Germany's 600,000 Jews. To Nazis, Jews were not just those who practiced Judaism, but ...
  195. [195]
    IBM and Auschwitz: New Evidence - njcssjournal
    Feb 19, 2024 · The five-digit Hollerith number was part of a custom punch card system devised by IBM to track prisoners in Nazi concentration camps, including ...<|separator|>
  196. [196]
    IBM 'dealt directly with Holocaust organisers' - The Guardian
    Mar 29, 2002 · Newly discovered documents from Hitler's Germany prove that IBM directly supplied the Nazis with technology which was used to help transport ...
  197. [197]
    Hitler's Willing Business Partners - The Atlantic
    Apr 4, 2001 · You are Thomas Watson, it is 1937, and you must know that the census and other work your German branch has performed for the Nazis has been used ...<|separator|>
  198. [198]
    Thomas J. Watson Is Decorated by Hitler For Work in Bettering ...
    Watson's decoration is "The Merit Cross of the German Eagle With Star," representing the second of the five classes into which the order is divided. The only ...
  199. [199]
    Hitler and IBM - AMERICAN HERITAGE
    ... Nazi war machine that murdered millions of others throughout Europe"? ... World War II · IBM · Nazi Germany. Share. Enjoy our work? Help us keep going. Now ...
  200. [200]
    IBM And Nazi Germany - CBS News
    Mar 27, 2002 · Newly uncovered Nazi-era documents shed light on the alleged role IBM played in helping Hitler to carry out the Holocaust in Poland.
  201. [201]
    [PDF] The Triumph and Tragedy of IBM's Business with the Third Reich
    This article helped me understand the trade climate in America during the 1930s, and provided evidence that IBM was gaining substantial monies during this ...
  202. [202]
    Lawsuit Says I.B.M. Aided The Nazis In Technology
    Feb 11, 2001 · ... Nazi authorities prior to and during World War II,'' Carol J. ... Heidinger to surrender its ownership rights, but that the Nazis controlled all ...
  203. [203]
    Did IBM Help Nazis in WWII? - WIRED
    Feb 12, 2001 · Did IBM Help Nazis in WWII? On the heels of a new book detailing IBM's cooperation with the Third Reich, five Holocaust victims file suit ...
  204. [204]
    [PDF] IBM and Germany 1922–1941
    Dec 1, 2008 · Thomas J. Watson Is decorated by Hitler for work in bettering economic relations. New York Times (6 July 1937b). Watson sends Hitler notes of.
  205. [205]
    What is AI Ethics? | IBM
    Yet there are many potential issues and ethical concerns around foundation models that are commonly recognized in the tech industry, such as bias, generation ...
  206. [206]
    IBM abandons 'biased' facial recognition tech - BBC
    Jun 9, 2020 · A US government study suggested facial recognition algorithms were less accurate at identifying African-American faces.
  207. [207]
    How IBM Is Working Toward a Fairer AI - Harvard Business Review
    Nov 5, 2020 · Currently, there are algorithms that can detect and mitigate bias in AI systems. However, the AI bias space is incredibly complex, and different ...
  208. [208]
    What Is AI Bias? | IBM
    AI bias refers to biased results due to human biases that skew original training data or AI algorithms—leading to distorted and potentially harmful outputs.What is AI bias? · Real-world examples and risks
  209. [209]
    Trusted-AI/AIF360: A comprehensive set of fairness metrics ... - GitHub
    The AI Fairness 360 toolkit is an extensible open-source library containing techniques developed by the research community to help detect and mitigate bias ...Issues 152 · Pull requests 58 · WikiMissing: criticisms | Show results with:criticisms
  210. [210]
    The Landscape and Gaps in Open Source Fairness Toolkits
    This paper identifies the gaps between the existing open source fairness toolkit capabilities and the industry practitioners' needs.Missing: criticisms | Show results with:criticisms
  211. [211]
    Accuracy, Bias in AI Concerns Most CEOs: IBM Study - AI Business
    Nov 6, 2024 · Nearly half of CEOs are concerned about accuracy and bias when it comes to AI, according to a new survey by the IBM Institute for Business Value on AI ...
  212. [212]
    IBM Accused of Violating Federal Anti-Age Discrimination Law
    Mar 27, 2019 · A group of former employees has filed a lawsuit against IBM that accuses the tech giant of failing to comply with a federal law that requires companies to ...
  213. [213]
    IBM Age Discrimination Litigation - Cohen Milstein
    IBM Corp. and 16 former employees have resolved a lawsuit claiming the technology giant unlawfully fired older workers to make room for millennials, according ...
  214. [214]
    IBM Hit with $1.5M Discrimination Verdict Despite Sham Investigation
    The jury found that IBM “knew or showed reckless disregard for whether its termination” of James Castelluccio constituted age discrimination. Accordingly, he ...
  215. [215]
    CMM Wins Jury Verdict for Former IBM Executive Valued at Over ...
    CMM Wins Jury Verdict for Former IBM Executive Valued at Over $3.6 Million on an Age Discrimination Claim. CMM attorneys recently won a jury verdict valued at ...
  216. [216]
    IBM and Kyndryl Sued for Age Discrimination (Again) - Florin Gray
    Rating 4.9 (185) Sep 10, 2024 · IBM alongside their subsidiary Kyndryl is being sued for age discrimination. The companies are alleged to have cut the jobs of older workers ...
  217. [217]
    IBM Must Face Ex-Workers' Age Bias Suit - Cohen Milstein
    Mar 28, 2024 · A New York federal judge said a lawsuit brought by 16 former workers accusing IBM Corp. of firing older employees to replace them with millennials can proceed.
  218. [218]
    Hicks v. IBM, 44 F. Supp. 2d 593 (S.D.N.Y. 1999) - Justia Law
    Plaintiff Brenda Hicks, who is half Native American and half African American, brought this employment discrimination claim against her current employer IBM.
  219. [219]
    Attorney General Bailey Files Suit Against IBM for Violating the ...
    Jun 20, 2024 · Discrimination in the workplace violates both state and federal law, which is why I am filing this lawsuit,” said Attorney General Bailey.
  220. [220]
    VICTORY — U.S. District Court Denies IBM's Motion to Dismiss ...
    U.S. District Court Denies IBM's Motion to Dismiss America First Legal Lawsuit Challenging Illegal Race and Sex Discrimination ... WASHINGTON, D.C. – ...
  221. [221]
    IBM settles discrimination claim from White male worker, judge says
    Apr 1, 2025 · IBM settles discrimination claim from White male worker, judge says. IBM's alleged plan to financially reward executives who achieved certain ...
  222. [222]
    Milberg Wins $11.1 Million Jury Verdict For Wrongful Termination of ...
    Mar 1, 2025 · ... IBM wrongfully terminated him after he raised allegations of racial discrimination in the treatment of his subordinates. The verdict ...
  223. [223]
    IBM Uses Dutch Tax Haven to Boost Profits as Sales Slide
    Feb 3, 2014 · Offshore tax strategies like the one used by IBM are coming under increased scrutiny. In the past year, the tax-avoidance techniques of ...
  224. [224]
    IBM nearly HALVES its effective tax rate in 2013 - report - The Register
    Feb 4, 2014 · At the end of 2012 IBM had accumulated $44.4bn of offshore profits on which it hadn't paid US taxes, the sixth-highest total of any American ...
  225. [225]
    Profiles in tax avoidance: IBM - NC Newsline
    Oct 21, 2013 · IBM has been one of the eight most aggressive corporations in stashing profits earned in America in offshore accounts over the past five years.Missing: scrutiny | Show results with:scrutiny
  226. [226]
    NY Appellate Court Finds That IBM Cannot Deduct Foreign Royalty ...
    The Court found that IBM could not deduct royalties received from foreign affiliates for the use of intangible assets because the affiliates were not New York ...Missing: controversies regulatory scrutiny
  227. [227]
    [PDF] Petition - Supreme Court of the United States
    Sep 20, 2024 · The New York State Department of Taxation and. Finance (the State) denied IBM the Royalty Income. Exclusion because the foreign entities paying ...
  228. [228]
    Walt Disney, IBM Denied High Court Review of Old NY Franchise ...
    Jan 21, 2025 · IBM Corp. and Walt Disney Co. couldn't convince the U.S. Supreme Court to review the constitutionality of a since-repealed New York tax law ...
  229. [229]
    RAMAC - IBM
    or simply RAMAC — was the first computer to use a random-access disk drive. The progenitor of all hard disk drives created since, it made ...
  230. [230]
    IBM announced the world's first HDD, the 3.75MB RAMAC 350 disk ...
    Sep 14, 2025 · On this day in 1956, IBM announced the RAMAC 350 Disk Storage Unit, packing an awe-inspiring 3.75MB of data across 50 magnetic platters, each ...
  231. [231]
    The mainframe turns 50: Why the IBM System/360 launch was the ...
    Apr 4, 2014 · In 1964 mainframes weren't new, but the System/360 revolutionized the computer industry.
  232. [232]
    IBM Mainframe — 60 Years of Continuous Transformation
    Apr 5, 2024 · The IBM S/360 transformed the financial industry, civil aviation, public sector, insurance, and other industries, where it remains dominant ...<|separator|>
  233. [233]
    International Business Machines Corporation (IBM) - EBSCO
    International Business Machines Corporation (IBM). Date Founded: 1911. Industry: Information technology. Corporate Headquarters: Armonk, New York. Type: Public.Missing: facts | Show results with:facts<|separator|>
  234. [234]
    The IBM PC
    The IBM PC, introduced in 1981, was a $1500 open-architecture machine that brought computing to the masses, using off-the-shelf parts and an open architecture.<|separator|>
  235. [235]
    IBM Launches Its Most Advanced Quantum Computers, Fueling New ...
    Nov 13, 2024 · This continues the achievement of milestones on IBM's Quantum Development Roadmap, and further advances the era of quantum utility as IBM and ...
  236. [236]
    The Three Greatest American Companies of All Time
    Oct 9, 2020 · By the mid-1980s, IBM peaked at over 400,000 employees. By 1993, they were posting enormous losses, threatening the company's survival. Luckily ...
  237. [237]
    Cutting 'Old Heads' at IBM - ProPublica
    Mar 22, 2018 · The once-dominant tech company cut tens of thousands of US workers, hitting its most senior employees hardest and flouting rules against age bias.
  238. [238]
    IBM Cuts 8,000 HR Jobs: AI Replaces Humans, Impact and Analysis
    Aug 21, 2025 · You've probably seen the headlines screaming about IBM firing 8,000 HR workers for AI efficiency. But hold on – there's way more to this ...
  239. [239]
  240. [240]
    IBM Unveils $150 Billion Investment in America to Accelerate ...
    Apr 28, 2025 · IBM announced plans to invest $150 billion in America over the next five years to fuel the economy and to accelerate its role as the global ...
  241. [241]
    IBM to invest $150 billion in U.S. technology and manufacturing over ...
    Apr 28, 2025 · The economic impact could be significant. Beyond direct job creation, IBM's commitment is expected to stimulate innovation in critical ...
  242. [242]
    IBM CEO: AI to add $10 trillion to global GDP by 2030 - AI Business
    Mar 30, 2022 · AI will add up to $10 trillion to the global economy in the next decade, according to IBM CEO and chair Arvind Krishna.
  243. [243]
    IBM to Acquire Confluent to Create Smart Data Platform for Enterprise Generative AI
    IBM's official press release announcing the intent to acquire Confluent for $11 billion to deliver an end-to-end data platform for enterprise AI and applications.