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EPAM Systems


EPAM Systems, Inc. is a U.S.-domiciled specializing in digital platform engineering, , and services. Founded in 1993 by Arkadiy Dobkin and Leo Lozner, who met as schoolchildren in , , the company originated as a cross-border partnership between the and before expanding globally. Headquartered in Newtown, , EPAM operates in over 55 countries with more than 50,000 employees, delivering services across industries including , healthcare, and .
The firm has achieved sustained revenue growth, posting a of 21% over both three- and five-year periods ending 2023, and reported full-year 2024 revenues of $4.82 billion. As a publicly traded company on the (NYSE: EPAM), it has been recognized among Fortune's fastest-growing public technology companies in multiple years. EPAM emphasizes engineering excellence and agile methodologies, serving clients through a distributed model that leverages talent from , , and . While the company has faced employee criticisms regarding management practices and project stability, as reflected in aggregated review platforms, its core operations remain focused on without major publicized corporate scandals.

Company Overview

Founding and Early Milestones


EPAM Systems was founded in 1993 by Arkadiy Dobkin and Leo Lozner, who had known each other since grade school in Belarus. Dobkin established the U.S. operations from his apartment in Princeton, New Jersey, while Lozner managed activities from Minsk, Belarus, creating a dual-shore model that tapped into Belarusian engineering talent for cost-effective software development. The company began with three employees, focusing on custom software engineering services for international clients seeking high-quality, affordable solutions amid post-Soviet economic transitions in Eastern Europe.
In its initial years, EPAM emphasized software projects, leveraging the founders' technical expertise—Dobkin in and Lozner in physics-related computing—to deliver complex applications. A key early milestone came in 1996 when EPAM secured its first major client, , developing and deploying a Salesforce Automation solution across the company's operations in and . This project's success demonstrated EPAM's capability in scalable, distributed development and attracted attention from larger software firms, including SAP AG as its first major product development client. By the late 1990s, EPAM transitioned from a small consultancy to a scalable outsourcing provider by formalizing offshore delivery centers in Belarus, pioneering the use of Eastern European talent pools for nearshore efficiency while maintaining U.S.-based client proximity. This model emphasized engineering rigor over commoditized services, differentiating EPAM from emerging Indian IT firms and enabling consistent quality in custom development amid rising global demand for software outsourcing. The approach capitalized on Belarus's educated workforce, trained in rigorous Soviet-era STEM programs, to handle intricate projects at competitive rates without compromising on innovation or reliability.

Core Services and Business Model

EPAM Systems provides a range of engineering-focused services centered on digital platform engineering, development, and AI-driven transformation. Its primary offerings include strategy and consulting for digital initiatives, end-to-end and engineering, cloud platform migration and optimization, and analytics, cybersecurity assessments and implementations, and solutions such as generative AI platforms and AI-native engineering tools. These services emphasize scalable, innovative solutions that integrate advanced technologies to support client digital modernization efforts. The company's service portfolio differentiates through comprehensive full-lifecycle coverage, spanning advisory consulting, prototyping and development, , deployment, and long-term maintenance and support. This approach allows EPAM to handle complex projects from ideation to operational sustainability, targeting sectors including , healthcare, life sciences, , , and . By focusing on proprietary platforms like AI/RUN for AI transformation and agentic workflows, EPAM enables clients to accelerate development cycles and incorporate such as generative AI into core operations. EPAM's revolves around delivering these services via long-term client engagements, primarily through time-and-materials contracts supplemented by fixed-price projects and dedicated offshore development teams. generation relies on engineering talent deployed across global delivery centers, enabling cost efficiencies via between lower-wage regions like and higher-value markets in and . This model fosters repeat business and IP co-development, where EPAM collaborates with clients to create proprietary solutions that extend beyond one-off projects, emphasizing agile methodologies and outcome-based value delivery over commoditized .

Leadership and Governance

Arkadiy Dobkin, principal founder of EPAM Systems in 1993 alongside Leo Lozner, served as CEO, President, and Chairman until September 2025, when he transitioned to Executive Chairman following a planned succession announced on May 8, 2025. With a background in from prior roles at and Prudential Insurance, Dobkin has emphasized a merit-based, engineering-driven culture prioritizing technical excellence and decentralized decision-making to sustain innovation at scale. Balazs Fejes succeeded Dobkin as CEO and President in September 2025, bringing experience from EPAM's product development and delivery operations, including prior roles as and head of practices. Leo Lozner, the other co-founder, established EPAM's initial operations in , , focusing on talent sourcing, though he has not held an executive role in recent years. EPAM's board of directors comprises 11 members as of September 2025, including insiders like Dobkin and Fejes, and a majority of s with expertise in , , and , such as Richard Mayoras as lead , Helen L. Shan, and Jill Smart. These independents contribute oversight in areas like , compensation, and , aligning with post-IPO adaptations to standards. Following its NYSE listing, EPAM adopted Guidelines compliant with exchange requirements, emphasizing board independence, annual director elections, and shareholder engagement while maintaining founder influence on strategic direction. The company reports on metrics voluntarily but subordinates them to core profitability and operational metrics, avoiding mandatory frameworks that could dilute engineering focus. practices include policies and anti-hedging restrictions for executives, fostering alignment with long-term over short-term incentives.

Historical Development

Inception and Initial Growth (1993–2011)

EPAM Systems was founded in 1993 in , by Arkadiy Dobkin and Leo Lozner, who had previously met in during their school years. The company began operations from Dobkin's apartment as global headquarters, starting with three employees and leveraging a dual-shore model that included early involvement in to access a cost-effective pool of skilled engineers. This approach allowed EPAM to provide services to initial clients such as Dabiwa Ltd., focusing on custom development amid the emerging demand for outsourced IT solutions in the post-Soviet era. In the mid-1990s, EPAM secured its first major client engagements, including a Salesforce automation project for of in 1994–1995 and a similar initiative for across and in 1996–1997. Additional clients like and Parametric Technology Corporation contributed to steady expansion, with employee headcount growing from 6 in 1994 to 37 by . By , EPAM added as a delivery geography and won its first significant product development contract with SAP AG, boosting headcount to 126 by and establishing a foundation in for independent software vendors. The early 2000s saw EPAM pivot toward and solutions, serving firms including , , ABB, and , while navigating the dot-com bust through resilient engineering practices. Headcount doubled to 536 by 2003, supported by clients like and Hyperion, and marked by the acquisition of LintecProject. Expansion accelerated in 2004–2005 with the acquisition of Technologies, introducing delivery centers in , , and the , alongside new clients such as ; employee numbers reached 1,322 by 2005. Further growth in 2006–2007 included investment from Siguler Guff, acquisitions like VDI for market entry and Spline Software, and a key win with , driving headcount to 3,316. Despite the 2008–2009 recession, EPAM added centers in and , secured clients including and , and maintained stability through multiple acquisitions, with headcount at 4,431 in 2009 and rising to 6,168 by 2010. This period solidified EPAM's organic expansion via U.S. and European client wins, emphasizing engineering excellence over speculative trends.

IPO and Global Expansion (2012–2021)

EPAM Systems, Inc. completed its on the on February 9, 2012, under the EPAM, pricing 6 million shares of at $14 per share and raising net proceeds of approximately $72 million after underwriting discounts and commissions. The IPO provided capital to accelerate , pursue strategic acquisitions, and enter new geographic markets, enabling the company to scale its engineering services amid rising demand from North American and clients. Post-IPO, EPAM's expanded from roughly $317 million in 2012 to $3.76 billion in 2021, reflecting a exceeding 25%, fueled by a combination of client wins, platform-based recurring engagements, and targeted mergers. Strategic acquisitions played a central role in capability enhancement and during this period. In December 2012, shortly after the IPO, EPAM acquired Empathy , a Pennsylvania-based and execution firm specializing in and solutions, to bolster its North American offerings. This and subsequent deals diversified EPAM's service portfolio toward higher-margin areas like agile engineering and product development, while supporting client diversification to include major technology firms such as and , alongside traditional sectors. By 2021, approximately 68% of revenues derived from recurring sources, including multi-year framework agreements with enterprise clients averaging $1.5 million to $15 million in value. Geographic expansion complemented organic scaling, with EPAM establishing delivery centers in markets like (opened in 2014) and deepening presence in to tap nearshore talent for APAC clients, alongside early footholds in . In August 2021, the acquisition of S4N, a Colombia-based firm, further extended operations into , adding engineering capacity in and to support global delivery and mitigate time-zone challenges for U.S. clients. This period of expansion maintained financial stability, with minimal long-term debt (cash exceeding debt by a over 10:1 as of late 2021) and operating margins averaging 15-18%, attributable to cost efficiencies from Eastern European centers where over 70% of engineers were based.

Recent Strategic Shifts (2022–2025)

In response to evolving market demands and geopolitical pressures, EPAM Systems intensified its focus on artificial intelligence (AI) and cloud technologies beginning in 2022, launching specialized offerings such as AI/Run™.Transform in October 2025 to facilitate enterprise-wide AI-native transformations through integrated consulting services. This shift included expanded partnerships, notably with Google Cloud in January 2025 to deliver scalable AI solutions for legacy modernization and data analytics using Vertex AI, and with AWS for automated migration and code translation tools leveraging deterministic and generative AI. EPAM's internal studies highlighted barriers to AI adoption, including organizational readiness and skill gaps, prompting tailored services to address these challenges across industries. A notable innovation was EPAM's development of an AI-powered geospatial data visualization platform for the oil and gas sector, which earned the company the 2025 Google Cloud Industry Solutions Partner of the Year Award for Oil and Gas in 2025, recognizing its ability to provide actionable insights from complex datasets. This built on broader efforts in sector-specific applications, such as modernization for and entertainment to enhance and . To reduce reliance on Eastern European operations, EPAM pursued geographic diversification through acquisitions and talent investments, completing the purchase of NEORIS in October 2024 and unifying operations under the EPAM NEORIS brand in October 2025 to strengthen AI-native delivery in , combining local expertise with global engineering capabilities. Concurrently, the company ramped up hiring and reskilling in the and , earning recognition as Europe's top IT vendor in February 2025 for exceptional performance in service delivery and innovation. These moves, alongside leadership transitions announced in May 2025 to sustain strategic agility, underscored EPAM's emphasis on resilient, multi-region talent ecosystems amid global uncertainties.

Global Operations

Geographic Presence and Delivery Centers

EPAM Systems maintains its global headquarters at 41 University Drive, Suite 202, in Newtown, Pennsylvania, , serving as the central hub for strategic oversight and n operations. The company operates delivery centers across more than 55 countries and regions, enabling a distributed network that supports client proximity, time-zone alignment, and operational resilience. This footprint includes established centers in , , , , and select emerging markets, with a historical concentration in —particularly , , and —prior to 2022, where initial offshore development began in in 1995 before expanding regionally. Following disruptions in 2022, EPAM accelerated diversification by bolstering presence in stable, client-adjacent regions, including expansions in (now its largest delivery location), , , and , to mitigate geographic risks and enhance delivery logistics. These shifts prioritize nearshore capabilities in and for reduced latency with U.S. and European clients, alongside offshore hubs in and for cost-effective scaling. The model's emphasis on multi-regional hubs facilitates round-the-clock development cycles by leveraging time-zone differences, allowing seamless handoffs across continents to maintain continuous project momentum. Key delivery centers specialize in domain-specific engineering, such as platform and in Lithuania's new hub, while broader networks in and support scalable infrastructure for and projects. This geographic dispersion distributes operational risks beyond single regions, ensuring redundancy in talent pools and infrastructure to sustain service continuity amid global volatility.

Workforce Composition and Talent Strategy

EPAM Systems employs approximately 61,700 individuals worldwide as of March 31, 2025, with and roles forming the core of its workforce, accounting for roughly two-thirds of employees. This composition underscores the company's focus on services, where technical specialists drive project delivery and innovation. Recruitment emphasizes partnerships with over 160 universities, with a strategic emphasis on Eastern European institutions to tap into regions offering high volumes of graduates at competitive costs relative to Western markets. These collaborations provide to talent pipelines, prioritizing candidates with strong foundational skills in programming and related disciplines over generalized hiring. Internal upskilling forms a cornerstone of talent development, through programs like and UpSkill bootcamps, which deliver self-paced and mentor-led training in over 30 IT areas including .NET, , and . These initiatives target both new entrants and existing staff, aiming to align capabilities with evolving client demands in . Workforce diversity emerges from meritocratic selection processes, yielding a composition of 23.3% female employees and ethnic demographics dominated by White (79.6%) and Asian (15%) professionals, without mandated quotas or frameworks. Retention strategies hinge on performance-linked incentives, including annual bonuses received by 74% of employees and long-term equity awards under the 2025 Long Term Incentive Plan, which reward contributions to company growth. Following the , EPAM accelerated adoption, leveraging pre-existing infrastructure to enable distributed teams and cross-border project execution without significant productivity declines. This shift, combined with hybrid flexibility, has supported sustained output amid global disruptions.

Geopolitical Challenges

Exposure to Eastern European Instability

EPAM Systems' outsourcing model prior to depended significantly on engineering talent in , , and , where these countries accounted for approximately 40% of its total workforce. This concentration stemmed from the region's high density of STEM-educated professionals, fostered by Soviet-era emphasis on technical education, combined with wage levels that enabled substantial —often 30-50% lower than in markets—allowing EPAM to offer competitive pricing to U.S. and clients. The deep talent pool supported complex tasks, contributing to EPAM's growth as a provider of services. The low operational overhead in these locations reduced costs for infrastructure and salaries, enabling EPAM to maintain margins while scaling delivery capacity rapidly. For instance, access to a stable, educated workforce in facilitated speed-to-market advantages for clients developing new products. However, this model amplified exposure to regional economic pressures, including foreign currency , as EPAM's revenues were primarily in U.S. dollars while expenses were denominated in local currencies like the and . filings consistently highlighted such fluctuations as a material risk to financial reporting and profitability. Political instability in these post-Soviet states posed additional threats, given their hybrid regimes blending authoritarian control with market elements. The 2020 protests in Belarus against President Alexander Lukashenko's disputed election triggered a crackdown that spurred an exodus of IT professionals, with thousands fleeing amid raids and repression; EPAM, as a major employer in Minsk, weighed staff relocations in response. This event underscored the outsourcing model's fragility to governance disruptions and ethnic tensions lingering from Soviet dissolution, where sudden policy shifts or unrest could interrupt operations and talent retention without equivalent safeguards found in more stable democracies. Such vulnerabilities were inherent to relying on jurisdictions with limited rule-of-law protections, heightening risks of operational continuity in politically volatile environments.

Response to 2022 Russian Invasion of Ukraine

On February 24, 2022, following 's full-scale invasion of , EPAM Systems' CEO Dobkin issued an initial statement expressing support for while attributing the conflict partly to " aggression" and broader geopolitical tensions, which drew criticism from Ukrainian employees for perceived neutrality and insufficient condemnation of . This stance exacerbated internal divisions, as Ukrainian and Belarusian staff organized protests and public criticisms against the company's delayed response, contrasting with concerns from employees about amid escalating sanctions. By late February 2022, EPAM halted new hiring in and began proactive relocation of employees to safer locations within and neighboring countries, amid disruptions affecting its approximately 14,000 Ukraine-based staff. On March 4, 2022, the company announced it would discontinue services to customers located in and committed an additional $100 million in specifically for its employees and families, focusing on logistical support and relocation. The decision to fully exit Russian operations was formalized on April 7, 2022, initiating a phased wind-down in collaboration with local employees and contractors, prompted by ongoing employee pressures and revelations of Russian atrocities in . Concurrently, EPAM partnered with to migrate on-premises infrastructure for over 20 Ukrainian universities to the cloud, enabling continuity of student and data preservation amid wartime disruptions.

Business Realignments and Long-Term Impacts

The exit from operations, completed by mid-, resulted in a direct headwind of approximately $151 million, equivalent to about 4% of EPAM's full-year 2022 . This short-term disruption stemmed from the cessation of services to clients and the wind-down of local activities, which had previously contributed modestly to overall billings despite representing a larger share of talent. To offset this, EPAM accelerated talent relocation and capacity buildup in geopolitically stable regions, with emerging as a primary hub; employee headcount there doubled in the years following the , positioning it as the firm's second-largest market by 2023 with around 3,500 professionals. Expansion in , where EPAM had established a foothold since 2015, also gained momentum, growing to over 1,000 employees across multiple sites to support nearshore for North American clients. These realignments contributed to significant , with EPAM shares plummeting over 50% in early 2022—from approximately $550 per share pre-invasion to below $200 amid fears of operational . Partial recovery ensued by 2025, with shares stabilizing around $150–$200 levels, bolstered by renewed organic revenue momentum and a sharpened focus on -driven services, which helped restore confidence in the firm's adaptability. This episode highlighted vulnerabilities in talent-dependent models, prompting EPAM to further decentralize its global footprint and invest in for predictive risk management. Long-term, the Russia exit validated EPAM's emphasis on distributed networks, as the company successfully relocated thousands of specialists without total capacity loss, demonstrating the efficacy of flexible, multi-region operations. However, it exposed risks from prior over-concentration in —where pre-2022 operations accounted for over 60% of employees—underscoring the need for diversified sourcing to guard against sudden geopolitical fractures. EPAM's swift, internally driven withdrawal, motivated by ethical opposition to the rather than solely external sanctions, illustrated the advantages of autonomous corporate in preserving trust and operational continuity over protracted policy dependencies.

Financial Performance

EPAM Systems achieved consistent revenue expansion prior to 2022, with compound annual growth rates surpassing 20% over multiple periods, driven by demand for its engineering services; for instance, rose from $1.444 billion in to $3.765 billion in , reflecting year-over-year increases including 41.3% in 2021. reached a peak of $4.825 billion in , up 28.4% from the prior year. The 2022 disrupted operations, contributing to a slowdown; dipped to $4.691 billion in 2023, a 2.8% decline year-over-year, as the company incurred costs from talent relocation and suspended business in affected regions. Recovery ensued in 2024 with at $4.728 billion, followed by acceleration in 2025, where trailing twelve-month hit $5.071 billion as of June 30, up 9.73% year-over-year, including Q1 growth of 11.7% to $1.302 billion and Q2 growth of 18.0% to $1.353 billion. Full-year 2025 guidance projects 10.0% to 14.0% growth. Profitability remained resilient, with operating margins averaging around 10% in recent and net profit margins near 7.9-8.9%, supported by the scalable nature of its engineering delivery model and disciplined cost management amid relocation expenses exceeding $100 million in 2022-2023. Non-GAAP diluted guidance for 2025 stands at $10.96 to $11.12, reflecting adjusted profitability above GAAP figures after accounting for geopolitical disruptions. These metrics underscore sustained demand in sectors despite external pressures.

Stock Market History and Valuation

EPAM Systems, Inc. commenced trading on the under the EPAM on February 8, 2012, following an priced at $12 per share, raising approximately $72 million from 6 million shares offered. The company's stock demonstrated strong growth in the ensuing decade, reflecting its expansion in digital services and perceived status as a high-quality compounder in the IT sector, culminating in an all-time high closing price of $717.49 on November 8, 2021. The stock's trajectory shifted dramatically in early 2022 amid Russia's invasion of on , which highlighted EPAM's heavy reliance on Eastern European delivery centers, including substantial employee bases in , , and . This geopolitical shock triggered a sharp sell-off, with shares plunging over 50% in a single day on February 28, 2022, and declining further to lows in the $150 range by mid-year as investors reassessed risks to operations and talent retention.
MilestoneDateApproximate Closing Price
IPO PricingFebruary 8, 2012$12.00
Pre-2022 PeakNovember 8, 2021$717.49
Post-Invasion LowMid-2022~$150
As of October 24, 2025, EPAM shares traded at $159.40, with a of approximately $8.88 billion. The stock's forward price-to-earnings stood at 12.94, trading below the industry average of 16.64, which some analysts interpret as indicating undervaluation relative to peers in IT services, particularly given EPAM's investments in AI-driven capabilities. Consensus analyst price targets averaged around $202, suggesting potential upside. Market perceptions position EPAM as a high-quality but cyclical performer, with a five-year beta of 1.65 reflecting elevated sensitivity to fluctuations in technology outsourcing demand and broader economic cycles. The absence of dividend payments underscores a focus on reinvestment over shareholder distributions, consistent with growth-oriented IT firms.

Key Acquisitions and Investments

EPAM Systems has strategically pursued mergers and acquisitions to enhance its core competencies in digital engineering, particularly in artificial intelligence, data analytics, and cloud technologies, while expanding delivery capacities in underrepresented regions. This approach circumvents the constraints of organic talent development in saturated markets, allowing rapid assimilation of specialized teams and client bases that align with high-margin service lines. A key transaction occurred on March 26, 2024, when EPAM acquired S.A., an established company with operations in and , adding approximately 500 engineers focused on end-to-end solutions including and integration. This move diversified EPAM's nearshore capabilities in , targeting enterprise clients requiring scalable development expertise. In September 2024, EPAM announced the $630 million acquisition of NEORIS, completed on October 31, 2024, to fortify its Latin American footprint and European delivery while incorporating industry-tailored services. Further bolstering domain-specific AI proficiencies, EPAM acquired on June 13, 2024, integrating advanced analytics and tools to support life sciences clients in optimization. In October 2024, it agreed to purchase First Derivative, finalized December 3, 2024, to embed data-driven solutions within financial services offerings across , , and APAC. Complementing these acquisitions, EPAM has forged investments in ecosystem partnerships, such as its January 15, 2025, expansion with Google Cloud, which deploys Vertex AI for bespoke solutions in sectors including and , thereby embedding proprietary AI frameworks into client engagements without full-scale internal builds.

Recognition and Critiques

Industry Awards and Partnerships

EPAM Systems has received multiple industry recognitions for its growth and innovation in digital engineering and IT services. It ranked as the top IT services company on Fortune's 100 Fastest-Growing Companies list for three consecutive years from 2019 to 2021, achieving positions of #59 in 2019, #21 in 2020, and #25 in 2021, based on metrics including three-year revenue growth and profitability. In 2021, EPAM was added to the list at #1772, reflecting its scale with reported revenues exceeding $3 billion and a supporting its position among the world's largest public companies. In 2025, EPAM earned the Cloud Industry Solutions Partner of the Year Award for Oil and Gas, recognizing its development of an AI-powered solution for geospatial data visualization and insights that enables clients to derive actionable from and data, improving in sector applications. included EPAM in its 2025 Excellence 1000 Index at #754 overall and in the top 5 for IT services and consulting, evaluating factors such as financial performance, employee satisfaction, and . EPAM maintains strategic partnerships with major cloud providers to deliver modernization and AI-driven solutions. Its expanded collaboration with AWS, renewed in April 2025, focuses on generative AI services like to accelerate enterprise adoption of AI models, emphasizing outcomes such as reduced deployment times and enhanced scalability for client applications. Similarly, EPAM's deepened partnership with Google Cloud, announced in January 2025, leverages Vertex AI to offer sector-specific solutions in media, retail, and energy, including tools for content personalization and that have supported clients in achieving measurable improvements in metrics. These alliances underscore EPAM's role in integrating advanced technologies for tangible business transformations.

Employee and Operational Criticisms

EPAM Systems encountered significant internal backlash in the wake of 's 2022 invasion of , with employees criticizing the company's delayed exit from Russian operations as endangering Ukrainian staff safety by prolonging exposure to geopolitical risks. The firm, which employed approximately 14,000 people in and over 18,000 across and , faced accusations of prioritizing revenue continuity over immediate severance of ties with Russian clients and infrastructure. CEO Dobkin responded by arguing that abrupt cessation could disrupt global delivery capabilities and harm employees reliant on those operations, though this stance intensified divisions, including reports of contractors losing network access after publicly critiquing the policy. EPAM initiated its formal exit from in April 2022, after initially committing to and service discontinuation for Russian-located customers. Operationally, EPAM's heavy reliance on low-wage labor from Eastern European hubs has drawn scrutiny for potentially compromising code quality and innovation compared to higher-cost talent pools, as the model incentivizes volume over specialized expertise amid wage arbitrage. Employee reviews frequently highlight high turnover rates, exacerbated by post-relocation challenges following the evacuation of around 14,000 staff from conflict zones, with frequent hiring and firing cycles attributed to project instability and benching periods without assignments. This dependency on cost-sensitive regions also exposed vulnerabilities, as initial hiring from unstable areas reflected a form of geopolitical underestimation, leading to mass disruptions when conflicts erupted. Critiques of persist in EPAM's agile delivery framework, where project-dependent demands often result in extended hours and pressure to complete mandatory trainings alongside billable tasks, contributing to claims despite formal work-life balance policies. Aggregate employee on platforms like reflects mixed retention signals, with an overall rating of 4.0 out of 5 but recurring cons including poor management (cited in over 300 reviews) and variable job security rated at 3.2 on AmbitionBox, underscoring tensions between agile velocity goals and sustainable operations. These issues are compounded by layoffs tied to client project endings, as seen in 2023-2024 reports of uncompensated terminations and revoked offers for recent hires.

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