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Openness

, commonly referred to as Openness, constitutes one of the five broad dimensions in the personality model, capturing individual differences in , , aesthetic sensitivity, and receptivity to novel ideas and experiences. This trait, formalized by psychologists Paul T. Costa Jr. and Robert R. McCrae through their development of the NEO Personality Inventory in the 1970s and refined in the NEO-PI-R, distinguishes those who actively seek variety and unconventional perspectives from individuals favoring practicality, routine, and tradition. The NEO-PI-R operationalizes Openness via six specific facets: fantasy (propensity for imaginative daydreaming), (appreciation of art and beauty), feelings (attentiveness to inner ), actions (openness to new behaviors), ideas ( and non-dogmatic thinking), and values (willingness to question authority and reexamine social norms). High scorers on this dimension exhibit traits predictive of artistic pursuits, scientific , and political orientations, while low scorers demonstrate greater reliability in structured environments but reduced adaptability to change. , including twin studies, estimates Openness's at approximately 40-50%, indicating substantial genetic influence alongside environmental factors in its expression. Notable for its associations with cognitive abilities and , Openness has facilitated predictions of outcomes such as entrepreneurial success and , yet it faces criticism for definitional breadth—spanning intellect to experiential —and variable replicability across non-Western cultures, where lexical analyses sometimes yield fewer or altered factors. Despite these debates, the trait's stability over the lifespan, with modest rank-order consistency from to , underscores its utility in longitudinal assessment.

Conceptual Foundations

Etymology and Core Definitions

The noun openness derives from Old English opennes, formed by adding the suffix -nes (indicating a state or quality) to open, which meant "not closed down, raised up" (as of gates or eyelids), "exposed," "evident," or "public," sometimes carrying a negative connotation of being "notorious" or vulnerable to harm. This usage appears in texts from the pre-1150 period, inherited from Proto-Germanic roots upana- or opana-, implying something "put up" or uncovered, akin to concepts of revelation or accessibility in early Germanic languages. By the late Old English era, openness could denote spatial unobstruction, such as wide vistas or unbarred passages, reflecting practical observations of physical environments free from barriers. Core definitions of openness center on the absence of closure or restriction, encompassing both literal and figurative senses. Literally, it refers to the state of being free from physical obstruction, , or occupancy, as in expansive landscapes or permeable structures allowing or . Figuratively, openness denotes in communication or action, characterized by candor, , and lack of concealment, where thoughts, intentions, or processes are readily accessible without . It also implies receptivity to external influences, such as novel ideas, experiences, or perspectives, involving a willingness to engage without preconceived barriers or . These meanings, traceable to medieval English texts, evolved to emphasize and frankness by the 14th century, distinguishing openness from or guardedness in and exchanges.

Philosophical and Historical Origins

The concept of openness in traces its roots to ancient Greek thought, particularly the developed by (c. 470–399 BCE), which emphasized dialectical questioning, self-examination, and receptivity to new ideas as essential for pursuing truth over dogmatic acceptance. This approach contrasted with rigid Sophistic rhetoric and laid foundational principles for intellectual openness by prioritizing critical inquiry and the admission of ignorance as pathways to knowledge. In the Enlightenment era, philosophers such as (1632–1704) advanced openness through and , arguing in (1689) that coercive uniformity stifles reason and that open discourse among diverse views fosters societal progress. further elaborated this in (1859), defending the "" where openness to contrary opinions prevents the stagnation of truth and guards against the "." These ideas rooted openness in principles of individual and , viewing closed systems—whether religious or ideological—as barriers to causal understanding and empirical validation. The 20th-century formalization of openness as a societal ideal emerged in Karl Popper's The Open Society and Its Enemies (1945), which contrasted "open" societies—characterized by piecemeal reform, , and —with "closed" ones rooted in historicist utopias. Popper critiqued Plato's Republic (c. 375 BCE) for its blueprint of a static, hierarchical state that suppresses dissent, tracing similar tendencies through Hegel and Marx to modern ; he positioned openness as a bulwark against such deterministic philosophies, emphasizing that knowledge advances through conjecture and refutation rather than infallible blueprints. This framework, influenced by Popper's experiences fleeing Nazi Austria in 1937, underscored openness not as indiscriminate but as a commitment to institutional mechanisms allowing error correction and individual agency. Subsequent thinkers, including those in , have built on these origins to argue that openness demands vigilance against biases in purportedly neutral institutions, as uncritical acceptance of elite consensus can mimic closed-society dogmas.

Openness as a Psychological Trait

Trait Description and Measurement

Openness to Experience, often shortened to , is a broad personality dimension within the five-factor model (FFM) of personality , empirically derived through of self-reported adjectives and questionnaire items describing individual differences. Individuals high in Openness tend to exhibit , a preference for novelty and variety, imaginative thinking, and receptivity to new ideas, aesthetics, and unconventional values, while those low in the trait favor routine, familiarity, and conventional approaches. This dimension contrasts with more conservative or dogmatic tendencies, emphasizing exploration over predictability, as evidenced in longitudinal studies linking it to creative pursuits and adaptability. The trait is hierarchically structured into six specific facets, originally delineated by and McCrae: Fantasy (engagement in imaginative or daydream-like scenarios), (appreciation of art, beauty, and sensory experiences), Feelings (attentiveness to inner emotions and receptivity to others' affects), Actions (willingness to experiment with new behaviors and lifestyles), Ideas (intellectual curiosity and openness to abstract or unconventional concepts), and Values (readiness to reexamine social, political, and religious norms). These facets capture the multifaceted nature of Openness, with empirical correlations showing differential predictions; for instance, Ideas and Fantasy facets strongly associate with , while correlates with artistic interests. Factor analytic studies confirm these subcomponents load onto the higher-order Openness factor across diverse samples, supporting its internal coherence. Measurement of Openness relies primarily on self-report inventories using Likert-scale items (e.g., 1-5 agreement ratings) to assess trait levels and facets. The (NEO-PI-R), developed by and McCrae in 1992, is a standard 240-item questionnaire providing domain and facet scores, with test-retest reliabilities averaging 0.83-0.87 over six-year intervals in adult samples. Shorter forms, such as the 60-item NEO-FFI, focus on domains without facets. Public-domain alternatives like the (IPIP) offer equivalent scales, including a 120-item IPIP-NEO version mirroring NEO-PI-R facets, validated through correlations exceeding 0.90 with proprietary measures. These tools derive from the , analyzing language descriptors in dictionaries and surveys to identify robust factors, with Openness emerging as the fifth factor in analyses of over 1,700 trait terms. Observer ratings and behavioral indicators (e.g., engagement in arts or travel) provide , though self-reports predominate due to practicality.

Empirical Correlations, Outcomes, and Criticisms

High correlates positively with , particularly in artistic domains, with meta-analytic evidence showing a pooled of r = .39 between Openness and arts-related accomplishments, compared to weaker links (r = .10) with scientific . Individuals scoring high on this trait also exhibit stronger and engagement in novel pursuits, though distinctions between Openness facets (e.g., versus ideas) reveal that intellect-specific aspects better predict scientific when controlling for general cognitive ability. Positive associations extend to socioeconomic outcomes, including , where meta-regression analyses indicate Openness remains a significant predictor even after adjusting for cognitive ability and other traits. Health-related correlations include reduced mortality risk and lower incidence of physical ailments, as evidenced by large-scale meta-analyses linking higher Openness to better outcomes. Conversely, elevated Openness predicts increased engagement in riskier behaviors, such as illegal use, with longitudinal studies of young adults showing positive associations independent of other traits like Extraversion. This trait also correlates with greater openness to psychedelic substances and novelty-seeking, which may contribute to higher substance experimentation rates, though causal directions remain debated given shared genetic underpinnings. In domains, very high Openness links to elevated psychotic-like experiences and imaginative tendencies that border on , potentially exacerbating vulnerability in unstable environments, while overall ties to diagnosed disorders appear negligible in meta-analyses. Politically, Openness consistently aligns with ideologies and for diverse viewpoints, though facet-level analyses reveal that openness reduces more than aesthetic facets, highlighting internal heterogeneity. Outcomes for high Openness individuals include enhanced adaptability and potential, fostering mobility in dynamic fields like and , yet these benefits often trade off against interpersonal challenges such as restlessness, indecisiveness, and difficulty committing to routines or authority structures. Longitudinally, the trait supports broader and , aiding social adaptability, but its relative instability—declining more over time than other factors—can lead to inconsistent life trajectories, including higher rates and nonconformity. estimates for Openness range from 21% (common genetic variants) to 40-60% (twin studies), suggesting substantial biological bases that moderate environmental influences on outcomes, with lower stability implying greater susceptibility to life events compared to traits like . Criticisms of Openness measurement center on its breadth and facet variability, where self-report inventories often conflate , , and , yielding "cloudy" constructs with lower across cultures, particularly in non-Western (non-WEIRD) samples where questions fail to capture intended traits reliably. The trait's atheoretical origins in lexical analyses invite for overlooking causal mechanisms, such as neural substrates linking sensitivity to novelty-seeking, potentially inflating correlations without explanatory depth. Academically, systemic biases may overemphasize positive links while underreporting downsides like impracticality or heightened to delusions, as environments favor open-minded innovators, skewing interpretive lenses. Empirical critiques also note Openness's lower retest reliability (around 0.70-0.80 versus 0.90 for other traits), questioning its robustness for predictive applications in high-stakes contexts like .

Openness in Information Technology

Open Source Software Principles and History

The open source software movement emphasizes the availability of source code for inspection, modification, and redistribution under licenses that meet specific criteria, distinguishing it from proprietary software where code access is restricted. The Open Source Initiative (OSI), founded in 1998, formalized these principles through the Open Source Definition, which outlines ten requirements for a license to be approved as open source. These include free redistribution without fees to recipients (though authors may charge for distribution), provision of source code, allowance for derived works, preservation of the author's source code integrity (with allowances for modifications in binary distributions), and prohibitions on discrimination against individuals, groups, fields of endeavor, or specific products. Additional criteria mandate that the license apply broadly, not restrict other software, and remain technology-neutral. This definition draws from but pragmatically broadens the earlier free software philosophy articulated by Richard Stallman, who in 1983 announced the GNU Project to create a Unix-like operating system composed entirely of free software, motivated by opposition to restrictive licensing practices that curtailed user freedoms. Stallman's Free Software Definition, codified by the Free Software Foundation he established in 1985, centers on four essential freedoms: to run the program for any purpose, to study and modify it (requiring source code access), to redistribute copies, and to distribute modified versions. While all free software qualifies as open source under OSI criteria, the reverse does not hold, as open source licenses may permit non-free derivatives, prioritizing collaborative development and practical benefits over Stallman's ethical insistence on universal user freedoms. Stallman has critiqued the open source label for diluting moral imperatives in favor of market-oriented appeals. Historically, traces to the free software movement's origins in the early 1980s amid growing commercialization of software, exemplified by Project's development of tools like the (GCC) starting in 1987 and the GNU General Public License (GPL) first published in 1989 to enforce copyleft—requiring derivative works to remain free. A pivotal milestone came in 1991 with ' release of the source code under the GPL, enabling the GNU/Linux combination that powered widespread adoption. The term "" emerged in February 1998, coined by Eric Raymond and others during a strategy session following Netscape's announcement to open-source its browser code, aiming to attract business interest wary of "'s" ideological connotations; the OSI was subsequently formed to certify licenses and promote the model. Subsequent developments included the project's formation in 1995, which became a dominant web server, and the proliferation of permissive licenses like the , facilitating integration into commercial products. By the early 2000s, underpinned major infrastructure, with companies like commercializing support for distributions launched in 1994.

Open Standards and Interoperability

Open standards refer to technical specifications for , software, or protocols that are publicly documented, freely available for implementation by any party without restrictive licensing fees or legal barriers, and developed through collaborative, consensus-driven processes. These standards enable multiple vendors to create compatible products, fostering —the capacity for diverse systems to exchange and use data seamlessly without proprietary dependencies. Unlike proprietary standards controlled by single entities, open standards prioritize vendor neutrality to prevent monopolistic control and promote widespread adoption. The (IETF) exemplifies this through its "" (RFC) process, which has produced foundational protocols like TCP/IP since 1985, ensuring the internet's decentralized architecture. Interoperability achieved via open standards reduces , where users are trapped in ecosystems due to incompatible formats, as seen in the early dominance of Microsoft's Word format before XML-based alternatives like (OOXML) were standardized in 2006 by and later ISO. Empirical evidence from the European Commission's 2010 study on highlighted that lack of standards costs the economy up to 1% of GDP annually through inefficiencies in public procurement and silos. In , the standard, developed openly in the by the (ETSI), enabled global roaming and competition, growing mobile subscriptions from under 1 million in 1991 to over 5 billion by 2017. This contrasts with systems like Qualcomm's early CDMA implementations, which faced adoption hurdles until partially opened. Challenges persist, including "embrace, extend, and extinguish" tactics where dominant firms adopt open standards but add proprietary extensions, eroding interoperability, as alleged in Microsoft's handling of in the 1990s. Patent thickets also complicate openness; for instance, the (W3C) royalty-free patent policy, established in 1994, mitigates this by requiring essential patent holders to license implementations without fees, though enforcement relies on self-reporting. Recent data from the indicates that open standards underpin 90% of APIs, driving a market projected to reach $1.24 trillion by 2027, with interoperability enabling hybrid environments across AWS, Azure, and Google Cloud. Critics, including some in , argue that over-reliance on voluntary consortia can lead to capture by large firms, as evidenced by the 2023 antitrust scrutiny of Google's influence on the W3C's tracking prevention standards, potentially prioritizing ad revenue over user . Nonetheless, causal analysis from economic models shows open standards correlate with 20-30% higher rates in standardized sectors, measured by citations and market entry by new firms.

AI Models and Recent Openness Debates (2023–2025)

In 2023, debates on openness in AI intensified as large language models (LLMs) approached frontier capabilities, with proponents advocating for the release of model weights to foster innovation and scrutiny, while critics warned of heightened misuse risks such as enabling autonomous weapons or biological threats. Open-weight releases, where architecture and parameters are publicly shared but often under restrictive licenses, gained traction amid concerns over closed-source dominance by firms like OpenAI and Anthropic, which prioritized safety guardrails over broad access. This period saw a surge in industry-led open releases, narrowing performance gaps between open and closed models from 8% to 1.7% on key benchmarks by 2024. Meta's 2, released on July 18, 2023, marked an early milestone with 7B and 70B parameter models shared under a custom permitting commercial use but prohibiting training competitors' models on outputs. Followed by 3 on April 18, 2024, featuring 8B and 70B variants with enhanced reasoning, these releases spurred community but drew criticism for non-standard licenses that barred certain derivative uses, failing Open Source Initiative approval. xAI advanced the discourse by open-sourcing Grok-1's 314 billion parameter base model weights on March 17, 2024, under the permissive 2.0 , excluding data to encourage independent evaluation without proprietary alignment. Models like Mistral's variants and 3.1 (July 2024) further democratized access, enabling cost-effective customization for enterprises. Advocates for openness, including Meta's , contended that shared weights accelerate collective progress, reduce reliance on few gatekeepers, and enable verifiable safety testing, as closed models obscure biases and vulnerabilities. Empirical trends supported this, with open models comprising nearly 90% of notable 2024 releases from industry, driving rapid iteration via platforms like . Opponents, including safety researchers, argued that frontier open-sourcing lowers barriers for adversarial —potentially unlocking latent risks like —without equivalent safeguards, as closed systems allow usage and iterative controls. These concerns fueled policy discussions, such as OECD analyses highlighting trade-offs in proliferation versus oversight. By 2025, the debate evolved toward hybrid licensing, with evaluations of licenses as enablers amid U.S.- tensions over dual-use . Open models' gains in efficiency and adaptability challenged closed monopolies, yet persistent gaps in catastrophic —evident in unmonitored deployments—underscored unresolved causal uncertainties in without robust frameworks.

Openness in Science and Research

Open Access Publishing Models

Open access publishing models enable the dissemination of scholarly articles without subscription barriers to readers, shifting costs primarily to authors, funders, or institutions. The , convened in December 2002 by the Open Society Institute, defined as free availability on the public with permission to read, download, copy, distribute, print, search, or link, and formalized two core routes: publication in fee-based open access journals and of peer-reviewed manuscripts in digital repositories. These models emerged amid rising subscription costs in the and early , driven by serials crises in libraries and the of research, though adoption has varied by discipline and funding availability. Gold open access entails immediate publication of the final version in an open access journal under a permissive license, such as , with costs covered by article processing charges () paid upfront by authors or sponsors. APCs typically range from $1,000 to $11,000 per article, with major publishers like , , and Wiley charging medians around $2,000–$4,000 in hybrid or fully open access titles as of 2023; global APC expenditures totaled $8.3 billion from 2019 to 2023, concentrated among large publishers. This model ensures version-of-record accessibility but has drawn criticism for creating financial barriers for unfunded researchers, particularly in low-resource fields or developing countries, where APC waivers are inconsistently applied. Green open access allows authors to self-archive the accepted (post-peer but pre-publisher formatting) in institutional or subject repositories, often after a publisher-imposed embargo of 6–24 months. No direct fees are required for the archiving step, relying instead on existing subscription revenues or funder policies like , which mandates green compliance where is unavailable. Compliance rates remain low—around 50% in some fields—due to author inertia and repository discoverability issues, though it avoids the pay-to-publish incentives of gold models. Diamond (or platinum) open access provides immediate, barrier-free access without APCs to authors or readers, funded through university presses, learned societies, grants, or . Prevalent in social sciences and , these community-owned journals numbered over 17,000 globally as of 2021, emphasizing non-commercial over profit. This model aligns with first-principles of public goods in research but scales poorly without institutional backing, representing less than 10% of open access output. Hybrid models operate within subscription journals, where authors opt to pay APCs (often $2,000–$5,000) to unlock individual articles as while non-paying content remains behind paywalls. Adopted by publishers like and since the mid-2000s, hybrids generated significant revenue—over 20% of open access articles in some analyses—but face accusations of "double dipping," charging both subscribers and APCs without proportional price reductions.
ModelAccess TimingAuthor CostReader CostPrimary FundingPrevalence Example
GoldImmediateAPCsNoneAuthor/institution/funder, journals
GreenPost-embargoNoneNoneSubscriptions (publisher retains), self-archives
DiamondImmediateNoneNoneSocieties, grants, volunteers (pre-2023), network
HybridImmediate (per article)Optional APCsSubscription for non-OAMixed subscriptions + APCs, hybrid options
Empirical studies indicate articles garner 1.5–2 times more citations on average, attributed to broader , though this "open access citation advantage" (OACA) is contested due to self-selection —higher-quality work migrates to open venues—and fails to hold in all subsets, with 28% of analyses finding no effect. Benefits include accelerated knowledge diffusion and usage in developing regions, but costs exacerbate inequities, with APC-dependent models favoring grant-rich fields over . The gold APC paradigm has spurred , where low-quality outlets charge fees ($500–$3,000) without substantive , infiltrating databases like and affecting thousands of articles annually; lists like Beall's (archived post-2017) identified over 1,000 such entities by 2016. Despite these issues, rigorous enhances and public engagement, provided quality controls like transparent persist.

Open Data Practices and Reproducibility

Open data practices in scientific research involve the public sharing of raw datasets, code, and supplementary materials generated from experiments or analyses, typically adhering to FAIR principles—ensuring data are findable, accessible, interoperable, and reusable—to facilitate verification and reuse by other researchers. These practices emerged as a response to concerns over opaque methodologies and selective reporting, aiming to underpin the empirical foundation of science by allowing independent replication of results. Repositories such as Dryad, Figshare, and Zenodo serve as central platforms for depositing datasets with persistent identifiers, metadata, and licenses that permit reuse while protecting intellectual property. Major funding agencies have instituted mandates to enforce these practices. The U.S. (NIH) implemented its and () Policy on January 25, 2023, requiring grant applicants to submit plans for managing and scientific resulting from NIH-funded , with to be made accessible no later than the end of the performance period or sooner if possible. Similarly, the (NSF) supports public access initiatives, funding projects since 2023 to enhance coordination and requiring management plans that promote where feasible. These policies reflect a causal recognition that withholding impedes and model validation, though exemptions exist for sensitive human subjects under ethical constraints like HIPAA. Despite these requirements, empirical data indicate persistently low compliance rates. A 2024 analysis of orthodontic trials found fewer than 20% included positive data-sharing statements, with under 2% providing open data upon publication. In medical research, public code sharing remains low, and data declarations have increased modestly but insufficiently to resolve verification gaps. Journals with data-sharing policies show variable availability, ranging from negligible to moderate, often due to authors' reluctance stemming from competitive pressures or preparation burdens. Open data directly addresses the reproducibility crisis, wherein replication failures undermine scientific reliability; for instance, complex workflows in and have contributed to non-replicable findings in up to 50% of studies across fields. By enabling access to raw inputs, open data allows scrutiny of analytical pipelines, reducing errors from undisclosed manipulations or statistical artifacts that inflate false positives. Interventions like preregistration combined with have demonstrated improved replicability rates, as evidenced in meta-analyses of practices. Benefits include accelerated knowledge accumulation through reuse, with studies showing datasets from open-sharing authors garnering approximately 25% higher rates for associated papers. Transparent also bolsters defensibility against , as seen in cases where withheld masked fabricated results, and fosters collaborative validation across institutions. However, causal demands acknowledging trade-offs: sharing incurs upfront costs in curation and , potentially diverting effort from primary analysis, while risks in human-derived necessitate secure platforms or anonymization, which can degrade if over-applied. Critics note that open data does not inherently guarantee quality, as poorly documented or biased inputs can propagate errors, and selective sharing (e.g., only supportive datasets) may exacerbate rather than resolve it. Empirical surveys reveal researcher priorities favor potential but highlight barriers like dilution and fear of scrutiny revealing flaws, underscoring that mandates alone insufficiently drive cultural shifts without incentives like enhanced credit metrics. Overall, while empirically enhances where adopted, systemic under-adoption perpetuates fragility in scientific claims.

Empirical Benefits, Costs, and Quality Concerns

Empirical studies indicate that open access (OA) publishing enhances article visibility and citation rates. A large-scale analysis of over 600,000 articles found that OA publications receive approximately 18% more citations than comparable non-OA articles, attributing this to broader accessibility. Similarly, OA models facilitate faster dissemination of findings, enabling quicker uptake in policy and practice, particularly in fields like health research where stakeholders benefit from viewing dissenting results without paywalls. For open data practices, sharing datasets promotes reproducibility and reuse, with evidence showing reduced redundant data collection—potentially saving up to 9% of project costs—and accelerating scientific progress through verification of methods and results. However, these benefits come with substantial costs. Article processing charges (APCs) in OA journals average $2,000–$4,000 but can exceed $10,000, creating barriers for early-career researchers, those in low-income countries, or without institutional funding, rendering the model unsustainable for many. sharing incurs additional expenses, including labor-intensive and curation, with institutional units reporting average yearly costs for these activities and researchers facing direct per-project outlays. Privacy risks arise in sensitive fields like healthcare, where efforts may fail, leading to potential harms such as participant re-identification or data misinterpretation. Quality concerns persist across both and . Predatory OA journals, which prioritize APC revenue over rigorous , have proliferated, publishing low-quality or flawed work without adequate scrutiny, eroding trust in the OA ecosystem. Some analyses perceive OA outputs as lower quality compared to subscription models, with shorter or absent periods in predatory outlets undermining scientific rigor. For , while intended to bolster , incomplete or poorly documented sharing can lead to misuse or unverifiable claims, and on widespread gains remains mixed amid ongoing replication crises. Overall, openness demands robust safeguards to mitigate dilution of standards, as unchecked expansion risks flooding literature with noise rather than advancing knowledge.

Openness in Government and Administration

Transparency Policies and Initiatives

The Freedom of Information Act (FOIA), enacted by the in 1966 and effective from July 4, 1967, established a statutory right for the public to request access to federal agency records, subject to nine exemptions protecting , , and other interests. This policy aimed to foster accountability by requiring agencies to disclose information unless it fell under specified exceptions, with provisions for of denials. Equivalents exist in over 119 countries as of , with Sweden's Act of 1766 serving as the earliest precursor, granting public access to government documents. In 2009, President issued a memorandum on and , directing federal agencies to prioritize openness while balancing and , followed by the Directive requiring each agency to develop plans for proactive disclosure of information. This initiative led to the creation of platforms like Data.gov, launched in 2009 to centralize federal datasets for public use. The U.S. Secretariat, established by the General Services Administration, continues to coordinate these efforts, emphasizing , , and citizen as of 2025. Internationally, the (OGP), launched in 2011 by eight founding governments including the , , and during a meeting, now encompasses 74 national and 150 local members committed to action plans advancing , citizen participation, and measures. OGP participants develop co-created national action plans every two to three years, with independent review mechanisms assessing implementation. More recent U.S. efforts include the Digital Accountability and Transparency Act (DATA Act) of 2014, which standardized federal spending data reporting to enhance public visibility into expenditures, building on prior laws like the Federal Funding Accountability and Act. In 2025, the U.S. Department of State released its annual Fiscal Report, evaluating global government transparency and supporting international capacity-building through the Fiscal Transparency Fund to improve budget execution and public oversight. These initiatives reflect ongoing policy evolution toward digital tools for disclosure, though implementation varies by jurisdiction.

Conflicts with Security and Privacy

In government administration, transparency measures such as laws and initiatives frequently clash with requirements, which necessitate withholding to prevent harm to defense capabilities or . The U.S. Freedom of Information Act (FOIA), signed into law on July 4, 1966, mandates disclosure of federal records but incorporates nine exemptions, including Exemption 1, which shields properly classified material related to national defense or under like EO 13526, and Exemption 7, covering records that could endanger life or operations if revealed. These provisions reflect causal realities where premature openness can enable adversaries to exploit intelligence sources, methods, or vulnerabilities; for example, expansions in deferred over 77 million pages of documents annually by 2009, as agencies invoked security to avoid disclosures that might aid terrorist planning or reveal surveillance techniques. Empirical analyses indicate that excessive transparency in defense budgeting or procurement, as seen in varying global practices, can undermine deterrence by signaling military weaknesses, with less transparent regimes correlating to higher strategic ambiguity in conflicts like those in the . Privacy conflicts arise particularly from open government data (OGD) portals, where aggregated risk re-identification of individuals despite anonymization efforts, leading to unwarranted intrusions into personal affairs. Exemption 6 under FOIA explicitly protects personnel, medical, or financial files from that constitutes a "clearly unwarranted invasion of ," yet OGD releases have exposed sensitive details through linkage attacks, as documented in case studies of municipal sets. For instance, interviews with 19 public officials and archivists identified 16 categories of negative OGD effects, including privacy breaches from "dark " remnants—unintended residual identifiers in supposedly cleaned datasets—that facilitate doxxing or , with real-world harms like targeted reported in open court or welfare records. In healthcare-related , such as U.S. federal releases under the 2010 Directive, re-identification risks have prompted frameworks emphasizing safeguards like public education and regulation, as unmitigated openness can erode trust without yielding proportional accountability gains. These tradeoffs manifest in operational tensions, where empirical surveys reveal public recognition of inherent conflicts: a 2016 Pew Research poll found 54% of Americans prioritizing over in contexts, yet openness mandates like the 2009 OPEN Government Act have spurred litigation over withheld data, amplifying costs without resolving underlying causal frictions. Sources from government agencies, such as Department of Homeland Security guidelines, underscore that while fosters oversight, uncalibrated application invites , as evidenced by heightened cybersecurity threats to OGD platforms post-2013, where breaches exposed millions of records due to overzealous sharing. Mainstream academic often underemphasizes imperatives in favor of expansive disclosure norms, reflecting institutional preferences for openness, but primary legal and operational data affirm that exemptions prevent verifiable harms like compromised informant networks or spikes from data dumps.

Evidence on Trust, Efficiency, and Unintended Consequences

Empirical studies on transparency's impact on public yield mixed results, with positive associations observed in contexts of active but often contingent on individual predispositions and quality. A 2020 survey experiment in found that providing on actions increased perceived and , particularly when tied to verifiable outcomes, though effects diminished among skeptics. Similarly, a 2024 study across multiple countries showed that informing citizens about transparency mechanisms generally boosted perceptions, but this was significantly moderated by pre-existing political attitudes, with no effect or backlash among those distrustful of institutions. Cross-national experiments further indicate that enhances only when paired with mechanisms, as mere without can reinforce cynicism if discrepancies between and emerge. During crises like , procedural —such as clear communication of decision rationales—correlated with sustained political , but opaque handling eroded it rapidly. On efficiency, evidence suggests fiscal and budget can enhance and reduce waste, though administrative burdens may offset gains in practice. Analysis of the Open Budget Index across countries demonstrated that higher fiscal levels were associated with improved public spending , including better targeting of funds and lower risks, as measured by composite indicators from 2010–2018 . reviews of initiatives link them to electoral that curbs inefficient spending, with studies showing reduced fiscal deficits in high- regimes via voter-driven corrections, though causal chains rely on informed citizen behavior which is not universal. In municipal settings, greater in service delivery correlated with higher economic performance metrics, such as cost savings , but only in jurisdictions with tools to minimize overhead; otherwise, it imposed net costs through demands. IMF assessments emphasize that fosters better fiscal by enabling external scrutiny, yet empirical cases highlight delays in due to preemptive requirements. Unintended consequences of transparency policies include diminished internal candor, information overload, and selective disclosure that undermines overall accountability. Experimental evidence reveals "latent transparency"—where citizens are aware of mechanisms but not their outputs—fails to build trust and may even heighten suspicion if expectations of flawless governance go unmet, as seen in survey from democratic contexts. Reviews of global initiatives document adverse effects like "window dressing," where agencies prioritize visible but superficial disclosures over substantive reforms, leading to misallocated resources; for instance, transparency efforts sometimes prompted short-term fiscal maneuvers rather than long-term efficiency. In regulatory contexts, mandatory openness reduced frank deliberations among officials fearing public misinterpretation, correlating with slower policy innovation in empirical analyses of agencies from 2000–2015. Broader syntheses identify risks of unintended social mobilization, such as polarized exploiting partial releases, which distracted from core functions without proportional benefits. These outcomes underscore that transparency's net value depends on balancing with safeguards against exploitation, as unchecked openness can amplify noise over signal in administrative processes.

Openness in Business and Economics

Open Innovation Frameworks

Open innovation frameworks, as conceptualized by Henry Chesbrough, represent a from traditional closed innovation models, where firms rely solely on internal to generate and commercialize ideas. In contrast, open innovation posits that valuable ideas can originate from both inside and outside the firm, and can reach the through internal or external pathways, facilitated by purposive inflows and outflows of . This approach emerged in response to changing dynamics, including the availability of , reduced communication costs, and labor mobility, which enable firms to leverage external more effectively. The foundational framework emphasizes two core processes: inbound open innovation, where firms acquire external technologies, ideas, or expertise to enhance internal R&D efforts, and outbound open innovation, where unused internal innovations are licensed, spun off, or transferred to external entities for commercialization. Inbound processes often involve mechanisms such as , partnerships with universities or startups, or acquiring , allowing firms to fill knowledge gaps and accelerate development timelines. Outbound activities, meanwhile, focus on monetizing underutilized internal assets, such as through licensing agreements or divestitures, thereby expanding revenue streams beyond proprietary markets. A coupled open innovation model integrates inbound and outbound processes, creating bidirectional knowledge flows through collaborative alliances, joint ventures, or co-development projects. This framework requires high levels of coordination, including robust strategies and —the firm's ability to recognize, assimilate, and apply external knowledge. For instance, companies like have employed outbound licensing of patents to generate billions in revenue annually, while Procter & Gamble's Connect + Develop exemplifies inbound sourcing by integrating external innovations into its product , reportedly contributing 35% of new products by 2006. These models underscore the need for adaptive models that balance internal control with external collaboration to mitigate risks like knowledge leakage.

Empirical Evidence from Studies

Empirical studies consistently demonstrate a positive association between practices and firm performance metrics, including innovation output, sales growth, and profitability. A 2021 meta-analysis synthesizing data from multiple studies found that enhances overall organizational performance, with inbound practices—such as acquiring external knowledge—yielding stronger effects than outbound approaches like licensing internal technologies. This relationship is moderated by factors such as the type of performance measure (e.g., innovation vs. financial), the firm's , and industry context, where high-tech sectors show amplified benefits due to rapid knowledge flows. However, the linkage is not uniformly linear; a 2023 study of firms across industries identified an S-shaped curve, indicating initial gains from moderate followed by diminishing returns or potential declines at high levels, attributed to coordination costs and unintended knowledge spillovers to competitors. , in particular, correlates with improved financial performance in empirical analyses of and Asian firms, but requires strong internal capabilities to assimilate external inputs effectively. For small and medium-sized enterprises (SMEs), adoption of boosts performance through external collaborations, though surveys reveal barriers like risks and resource strain that can offset gains if not managed. Sector-specific evidence underscores contingencies: in , open strategies enhance firm by accelerating product development cycles, with process and product innovations linked to growth but weaker ties to asset returns. A 2020 of high-tech firms confirmed that technological amplifies the positive impact of inbound practices on , while outbound efforts show mixed results due to appropriation challenges. Recent work from 2023 highlights information technology's role in mediating open 's effects, enabling knowledge enrichment and uplifts in dynamic markets. Overall, while benefits dominate in controlled settings, causal realism demands caution: in self-reported data and selection biases in samples (e.g., successful innovators) may inflate estimates, as noted in reviews critiquing overreliance on correlational designs without robust .

Strategic Trade-offs and Performance Impacts

Firms adopting open innovation strategies encounter fundamental trade-offs between leveraging external inflows for accelerated development and mitigating risks of outflows to competitors. Inbound openness, involving the acquisition of external ideas, technologies, or partnerships, often yields higher outputs by diversifying inputs beyond internal R&D constraints, as evidenced by empirical analyses of startups where such practices correlate with elevated rates. However, outbound openness—sharing internal —introduces vulnerabilities like erosion and free-rider exploitation, where collaborators may appropriate insights without reciprocal contributions, potentially diminishing first-mover advantages. Coordination costs, including , , and external partners, further escalate with openness degree, particularly straining resource-limited small and medium-sized enterprises (SMEs). Meta-analytic reviews of over 100 studies quantify these dynamics, revealing a positive net effect of on firm performance metrics such as innovation speed and new product success rates, with inbound approaches generating stronger organizational benefits than outbound or coupled (bidirectional) models. The relationship is moderated by performance measurement type: innovation outcomes (e.g., counts or R&D efficiency) show robust gains, while financial metrics like profitability exhibit more variability, often hinging on —the firm's ability to external . For instance, in high-tech sectors, openness boosts R&D by 10-20% on average, but in commoditized industries, it risks commoditizing core competencies without commensurate returns. Strategic alignment amplifies or attenuates these impacts; firms balancing openness with closed innovation elements—termed —achieve superior competitive positioning by exploiting external opportunities while safeguarding differentiation-based advantages. Empirical from SMEs highlight engagement barriers, including behavioral resistances and transaction costs that can offset benefits, leading to selective openness where only high-capability firms net positive performance. Conversely, misalignment, such as premature outbound without IP safeguards, correlates with reduced in competitive landscapes, underscoring causal links between openness intensity and sustained economic rents. , like rapid partner scouting and knowledge reconfiguration, mediate outcomes, with 94% of top global innovators reporting partial R&D externalization yet tailoring degrees to minimize spillover risks.

Openness in Culture, Education, and Society

Creative Works and Licensing Models

Open licensing models for creative works, such as those provided by (CC), enable creators to grant permissions for reuse, adaptation, and distribution beyond the restrictions of traditional , which reserves all rights to the owner. Introduced in 2001, CC offers six principal licenses varying in permissions: attribution (BY) requires credit; (SA) mandates derivatives use the same license; non-commercial (NC) restricts commercial use; and no-derivatives (ND) prohibits modifications. Additionally, CC0 dedicates works to the , waiving all copyrights where possible. These models contrast with licensing, where works are locked behind paywalls or exclusive contracts, limiting access to paying audiences. Adoption of CC licenses has grown significantly, with over 400 million works licensed by 2010, including substantial portions of platforms like Flickr's photo repository. By facilitating metadata embedding, CC licenses integrate with digital repositories, enhancing discoverability and reuse in fields like , , and literature. For instance, open licenses support derivative works, such as remixes or educational adaptations, fostering collaborative production networks. Empirical evidence indicates open licensing boosts dissemination and cultural impact but yields mixed economic outcomes for creators. Studies show CC-licensed content experiences higher visibility and reuse rates, with public domain-inspired derivatives raising 56% more funds than original works, suggesting openness amplifies value through adaptation. However, for profit-oriented artists, open models can erode exclusivity, potentially reducing from direct sales as alternatives proliferate; licensors often prioritize non-monetary motivations like over financial returns. Open licenses also introduce risks, including "copyright trolling" where bad actors exploit attribution clauses for litigation, disproportionately affecting small digital creators. Comparisons with proprietary models reveal trade-offs in innovation velocity. Proprietary licensing incentivizes investment via scarcity but stifles remixing, while open models accelerate through shared inputs, akin to dynamics where collaboration outpaces isolated development. Yet, tensions arise: restrictive variants (e.g., NC-ND) mimic proprietary barriers, undermining full openness, and empirical analyses highlight legal pitfalls like issues across licenses that hinder seamless integration. Overall, open licensing thrives in passion-driven or networked creative ecosystems but demands strategic selection to balance access gains against incentive losses.

Open Education Resources and Access

Open educational resources (OER) consist of teaching, learning, and research materials released under open licenses that permit no-cost access, retention, reuse, redistribution, and adaptation by others, often summarized by the "5Rs" framework. These resources aim to reduce barriers to by eliminating licensing fees and copyright restrictions, thereby enhancing global access, particularly for underserved populations in low-resource settings. Initiatives like the Recommendation on OER, adopted in 2019, promote their development and use to support quality under Goal 4. Major OER platforms include , launched in 2001, which has provided free access to over 2,500 courses, and repositories such as those supported by the William and Flora Hewlett Foundation since the early 2000s. Globally, OER usage grew during the , with 64 member states employing them to maintain educational continuity in 2020-2021. In 2023-2024, surveys indicated 56% of faculty awareness of OER worldwide, with 26% requiring their use in courses, though adoption rates remain lower in K-12 at 18%. Cost savings are documented, such as nearly $500,000 in student textbook expenses avoided at one U.S. in 2023-2024 through OER implementation. Empirical studies on OER's impact reveal improved but mixed effects on learning outcomes. A review of multiple experiments found no significant differences in between OER and commercial textbooks, suggesting equivalence rather than superiority in . However, other research shows OER correlating with higher course completion rates and lower failure rates, particularly among low-income and part-time , with effect sizes up to 0.10 in meta-analyses. Access benefits are clearer in developing regions, where OER bridges gaps in material availability, though causal links to broader improvements require further longitudinal data. Challenges to OER adoption include concerns over content quality, faculty awareness, and sustainability of production. Recent studies highlight persistent barriers like perceived lower rigor compared to vetted textbooks and the time-intensive effort for adaptation, contributing to only 29% faculty usage in higher education as of 2023. User-facing issues, such as inconsistent digital infrastructure and content discoverability, further limit effectiveness, especially for students in remote areas. Economic models for long-term maintenance remain underdeveloped, with many initiatives relying on grants rather than scalable funding. Despite these, OER's open framework fosters iterative improvements through community contributions, potentially addressing quality over time if adoption incentives align with evidence-based refinements.

Broader Societal Debates and Cultural Ramifications

Proponents of societal openness, drawing from Karl Popper's framework in The Open Society and Its Enemies (1945), argue that —characterized by , individual freedoms, and institutional adaptability—enable piecemeal social engineering and progress by allowing falsification of ideas and errors, in contrast to closed societies reliant on holistic myths and unchallengeable authority. This view posits that openness drives empirical advancements in culture and education by encouraging diverse inputs and rejecting dogmatic traditions, as evidenced by historical transitions from tribal collectivism to democratic in post-Enlightenment . However, Popper himself emphasized the inherent fragility of open societies, which demand perpetual vigilance against internal decay or external subversion, such as ideological infiltration that exploits tolerance to undermine it. Critics, including philosopher , counter that unchecked openness risks and by elevating procedural equality over substantive truths and virtues, potentially dissolving the cohesive bonds of and that sustain societies. In closed societies, by contrast, shared narratives and hierarchies foster and purpose, though at the cost of ; suggested that openness's emphasis on critique without anchors could invite disguised as . Empirical studies support mixed ramifications: national openness correlates positively with cultural (beta coefficient ≈ 0.25 in cross-country analyses) but negatively with (beta ≈ -0.18) and (beta ≈ -0.15), indicating that high-openness societies exhibit greater trade flows and idea exchange yet face heightened internal tensions from . Contemporary debates highlight cultural trade-offs, such as openness fostering and moral progress through exposure to novel ideas—bidirectionally linked to increased cultural activity in longitudinal data spanning ages 14–77, where rises in openness predict greater engagement in and (cross-lagged coefficients ≈ 0.10–0.15)—but potentially eroding social cohesion via "tight" to "loose" cultural shifts. Loose, open cultures promote adaptability and , correlating with lower (r ≈ -0.20 for ), yet studies show they amplify perceived threats from out-groups among low-openness individuals, fueling populist backlashes. In , open-access models expand dissemination but spark concerns over diluted standards and ideological , as seen in debates over versus core preservation. These ramifications extend to broader societal vulnerabilities: open societies' emphasis on debate invites "" dynamics, where social pressures suppress dissent, as noted in a 2020 open signed by over 150 intellectuals warning of illiberalism within frameworks. Conversely, evidence from models suggests sustained openness requires individuals to acquire diverse traits for effective transmission, preventing stagnation but risking fragmentation if transmission fidelity erodes under excessive . Overall, while openness empirically boosts —e.g., via reciprocal links to (path coefficients ≈ 0.20–0.30)—its cultural costs include debates over identity preservation amid , with tighter societal controls in low-openness contexts providing stability at the expense of dynamism.

References

  1. [1]
    Openness to experience. - APA PsycNet
    This chapter discusses the personality trait of openness to experience. Openness is one of the dimensions of the Five-Factor Model of personality traits.<|separator|>
  2. [2]
    A Neuropsychological Study of Personality: Trait Openness in ... - NIH
    Introduction. Costa and McCrae (1992) construe the personality trait “Openness to Experience” as involving aesthetic sensitivity, awareness of one's emotions, ...
  3. [3]
    10.7: Paul Costa and Robert McCrae and the Five-Factor Model of ...
    Dec 1, 2022 · Costa and McCrae developed the NEO Personality Inventory (or NEO-PI) to measure neuroticism, extraversion, and openness, and later they developed the Revised ...
  4. [4]
    [PDF] Domains and Facets: Hierarchical personality Assessment Using the ...
    The NEO-PI-R assesses personality with five broad domains, each containing six specific facet scales. Domain interpretation gives a rapid understanding, while  ...
  5. [5]
    NEO PI-R openness to experience facets - ResearchGate
    Openness to experience sub-dimensions are Fantasy, Aesthetics, Feelings, Actions, Ideas and Values. Table 1 provides descriptions of each of these.
  6. [6]
    Common genetic basis of the five factor model facets and intelligence
    While empirical evidence has consistently confirmed substantial correlations between Openness and general cognitive abilities (e.g., Ackerman & Heggestad, 1997 ...
  7. [7]
    The genetics of human personality - PMC - NIH
    Twin and family studies have demonstrated that personality traits are moderately heritable, and can predict various lifetime outcomes, including psychopathology ...
  8. [8]
    Big Five Personality Traits: The 5-Factor Model of Personality
    Mar 20, 2025 · They include openness to experience, conscientiousness, extraversion, agreeableness, and neuroticism. These traits describe an individual's ...
  9. [9]
    Challenges to capture the big five personality traits in non-WEIRD ...
    Jul 10, 2019 · We show that commonly used personality questions generally fail to measure the intended personality traits and show low validity.
  10. [10]
    Review of the effects of Five Factor Model personality traits on ...
    Openness tends to be the most controversial trait in the Big Five, with definitions characterized by a broad range of traits from intellect to creativity ...Missing: criticisms | Show results with:criticisms
  11. [11]
    Stability and Change in the Big Five Personality Traits - NIH
    The statistically significant findings we did observe mostly concerned associations between cultural values and Extraversion, Agreeableness, and Openness.
  12. [12]
    Openness - Etymology, Origin & Meaning
    Old English open "not closed down, raised up" (of gates, eyelids, etc.), also "exposed, evident, well-known, public," often in a bad sense, "notorious, ...
  13. [13]
    openness, n. meanings, etymology and more
    The earliest known use of the noun openness is in the Old English period (pre-1150). openness is a word inherited from Germanic. See etymology. Nearby ...
  14. [14]
    Open - Etymology, Origin & Meaning
    Originating from Old English "open" and "openian," from Proto-Germanic *upana-/*opanojan meaning "put up," the word means "not closed, exposed, or revealed."
  15. [15]
    OPENNESS Definition & Meaning - Dictionary.com
    Word History and Origins. Origin of openness. First recorded before 900; open ( def. ) + -ness ( def. ).
  16. [16]
    OPENNESS | definition in the Cambridge English Dictionary
    Meaning of openness in English · aboveboard · act in good faith · anti-corruption · artless · artlessly · earnest · in · in all honesty/seriousness/truthfulness idiom ...
  17. [17]
    openness noun - Definition, pictures, pronunciation and usage notes
    ​openness (to something) the quality of being able to think about, accept or listen to different ideas or people. He demonstrated an openness to change.
  18. [18]
    Openness in Scientific Research: A Historical and Philosophical ...
    Nov 22, 2023 · Scientific openness has its origins in ancient Greek philosophy. Greek philosophers developed what is called the Socratic method, ...
  19. [19]
    Karl Popper - Stanford Encyclopedia of Philosophy
    Nov 13, 1997 · He published The Open Society and Its Enemies, his critique of totalitarianism, in 1945. In 1946 he moved to England to teach at the London ...1. Life · 11. Critical Evaluation · Secondary Literature/other...
  20. [20]
    Political Philosophy and the Open Society - LSU Press
    Tracing the concept of the open society—one based on the idea of a universal community of mankind—from its origins to the present day, Dante Germino reveals ...<|separator|>
  21. [21]
    Empirical and theoretical status of the five-factor model of ...
    Empirical and theoretical status of the five-factor model of personality traits. Citation. McCrae, R. R., & Costa, P. T., Jr. (2008).Missing: definition | Show results with:definition
  22. [22]
    Openness to Experience and Intellect differentially predict creative ...
    The Big Five personality dimension Openness/Intellect is the trait most closely associated with creativity and creative achievement.
  23. [23]
    Introduction to the empirical and theoretical status of the five-factor ...
    Introduction to the empirical and theoretical status of the five-factor model of personality traits. Citation. McCrae, R. R., & Costa, P. T., Jr. (2013).Citation · Abstract · Tests And Measures
  24. [24]
    An introduction to the five-factor model and its applications - PubMed
    The five-factor model of personality is a hierarchical organization of personality traits in terms of five basic dimensions.
  25. [25]
    NEO Facets Table
    A comparison between the 30 Facet Scales in Costa and McCrae's NEO Personality Inventory (NEO-PI-R) and the corresponding Preliminary IPIP Scales.
  26. [26]
    (PDF) A five-factor theory of personality - ResearchGate
    The Big Five consists of five traits: extraversion, agreeableness, conscientiousness, emotional stability (the inverse of neuroticism), and openness (Goldberg ...
  27. [27]
    The Big Five personality traits and earnings: A meta-analysis
    Meta-regression estimates suggest that Openness and Conscientiousness are positively associated with earnings even when primary researchers control for ...
  28. [28]
    Meta-analysis of associations between five-factor personality traits ...
    May 4, 2024 · Research has found that individuals higher on openness have a lower risk of mortality and physical ailment (Lee, 2019). Therefore, high openness ...
  29. [29]
    Big Five personality traits predict illegal drug use in young people
    People with higher Openness are open to new experiences, which may be the reason why they take illegal drugs. Extraversion was also positively related to ever ...
  30. [30]
    Personality traits explain the relationship between psychedelic use ...
    May 3, 2024 · Openness can also relate to mental health. Openness has shown to be associated with the quality of acute effects and the degree of mystical ...
  31. [31]
    Associations Between Openness Facets, Prejudice, and Tolerance
    The personality factor of openness to experience, which encompasses curiosity, imagination, and a desire for new experiences, has been associated negatively ...Introduction · Methods · Results · Discussion
  32. [32]
    How Openness Affects Your Behavior - Verywell Mind
    Aug 31, 2023 · 3 People high in openness tend to be more creative in general, along with being more likely to pursue creative achievements, engage in ...
  33. [33]
    Openness to Experience - an overview | ScienceDirect Topics
    People vary in the extent to which they are open to new experiences, with some being extremely open, others quite reticent. It is considered the least stable of ...
  34. [34]
    Heritability estimates of the Big Five personality traits based on ... - NIH
    Jul 14, 2015 · We here estimated the heritability of the Big Five personality factors (extraversion, agreeableness, conscientiousness, neuroticism and openness for experience)
  35. [35]
    The neurobiology of openness as a personality trait - PMC - NIH
    Aug 14, 2023 · Openness is linked to brain connectivity, reward systems, and the default mode network, and is influenced by brain structure and function.Missing: facets | Show results with:facets
  36. [36]
    The Open Source Definition
    Mar 22, 2007 · 1. Free Redistribution · 2. Source Code · 3. Derived Works · 4. Integrity of The Author's Source Code · 5. No Discrimination Against Persons or ...
  37. [37]
    GNU Project - Free Software Foundation
    Richard Stallman was never a supporter of “open source”, but contributed this article so that the ideas of the free software movement would not be entirely ...The Collapse Of The... · A Stark Moral Choice · Challenges In Our Future
  38. [38]
    Forty years of GNU and the free software movement
    Sep 18, 2023 · On September 27, 1983, a computer scientist named Richard Stallman announced the plan to develop a free software Unix-like operating system ...
  39. [39]
    Free Software Is Even More Important Now - GNU.org
    Since 1983, the Free Software Movement has campaigned for computer users' freedom—for users to control the software they use, rather than vice versa.
  40. [40]
    Open source software: 20 years and counting | Opensource.com
    Feb 3, 2018 · Twenty years ago, in February 1998, the term "open source" was first applied to software. Soon afterwards, the Open Source Definition was ...
  41. [41]
    About – Open Source Initiative
    The Open Source Initiative (OSI) is a California public benefit corporation, with 501(c)3 tax-exempt status, founded in 1998.History · Trademark and brand guidelines · Board of directors · Our team
  42. [42]
    Open-Sourcing Highly Capable Foundation Models | GovAI
    Sep 29, 2023 · Open-sourcing AI models means making architecture and weights freely accessible, enabling oversight and progress, but also misuse. For some  ...<|control11|><|separator|>
  43. [43]
    [PDF] AI Openness: A Primer for Policymaker - OECD
    There is ongoing debate about the risks, benefits, and trade-offs of making AI models or their components publicly available, particularly regarding ...
  44. [44]
    The 2025 AI Index Report | Stanford HAI
    Open-weight models are also closing the gap with closed models, reducing the performance difference from 8% to just 1.7% on some benchmarks in a single year.Missing: openness | Show results with:openness
  45. [45]
    Introducing Meta Llama 3: The most capable openly available LLM ...
    Apr 18, 2024 · This release features pretrained and instruction-fine-tuned language models with 8B and 70B parameters that can support a broad range of use cases.Missing: debate | Show results with:debate
  46. [46]
    Meta's LLaMa license is still not Open Source
    Feb 18, 2025 · Llama 3.x is still not Open Source by any stretch of the imagination. Despite that, Meta keeps on falsely promoting Llama as “Open Source.” You ...Missing: debate | Show results with:debate<|separator|>
  47. [47]
    Open Release of Grok-1 - xAI
    Mar 17, 2024 · This is the raw base model checkpoint from the Grok-1 pre-training phase, which concluded in October 2023. This means that the model is not fine ...
  48. [48]
    The Rise of Open-Source AI Models (2024 — 2025) - Medium
    2025, focusing on: Major open models released (e.g. Mistral, Falcon, LLaMA 3) ...
  49. [49]
    ChatGPT, DeepSeek, Or Llama? Meta's LeCun Says Open-Source ...
    Jan 28, 2025 · LeCun advocates for the catalytic, transformative potential of open-source AI models, in full alignment with Meta's decision to make Llama open.
  50. [50]
    Precaution Shouldn't Keep Open-Source AI Behind the Frontier
    Aug 31, 2025 · Keeping models closed makes it possible for these firms to monitor for malicious use, prevent fine-tuning to unlock dangerous capabilities, and ...
  51. [51]
    Mapping the future of open vs. closed AI development - CB Insights
    Jan 8, 2025 · Critics of open-source AI models fear they will be misused by malicious actors to access harmful information (like how to build a bomb or write ...
  52. [52]
    AI openness - OECD
    Aug 14, 2025 · This paper explores the concept of openness in artificial intelligence (AI), including relevant terminology and how different degrees of ...Missing: debates | Show results with:debates
  53. [53]
    Measuring the openness of AI foundation models: competition and ...
    Mar 5, 2025 · This paper provides the first comprehensive evaluation of AI foundation model licenses as drivers of innovation commons.
  54. [54]
    Moving Beyond the Open vs. Closed AI Debate - OpenMined
    Open-sourcing an AI model activates all use and misuse possibilities, whereas keeping a model closed-source limits it to only uses or misuses allowed by a ...
  55. [55]
    Open-Source AI: The Debate That Could Redefine AI Innovation - AAF
    Sep 3, 2024 · Opponents argue open-source AI models pose safety risks and put some AI companies at a competitive disadvantage. As open-source systems become ...
  56. [56]
    Budapest Open Access Initiative – Make research publicly available
    The Budapest Open Access Initiative arose from a small but lively meeting convened in Budapest by the Open Society Institute (now Open Society Foundations [OSF]) ...Boai20 · Read · Org · Sign
  57. [57]
    History of the Open Access Movement
    May 12, 2025 · Open access had its beginnings in the 1990s. This timeline lists important historical milestones in the German-speaking world.
  58. [58]
    [PDF] Estimating global article processing charges paid to six publishers ...
    Jul 22, 2024 · Globally, $8.349 billion ($8.968 billion in 2023 US dollars) were spent on APCs between 2019 and 2023. In 2023, MDPI, Elsevier, and Springer ...
  59. [59]
  60. [60]
    Equitable Open Access Publishing: Changing the Financial Power ...
    Dec 9, 2021 · The growth in open access publishing in academia benefits readership but disproportionally hinders unfunded or lesser-funded researchers.Missing: empirical | Show results with:empirical
  61. [61]
    Green, Gold, and Diamond Open Access
    Open Access Gold means the original publication as an OA article or book, Open Access Green refers to the self-archiving of texts or data in a repository.
  62. [62]
    Green or Gold routes to open access - Springer Nature
    Gold open access publishes immediately on a publisher's platform, while green open access archives in a repository, often after an embargo period.
  63. [63]
    [PDF] Effects of Open Access. Literature study on empirical research 2010
    However, even without empirical evidence, it is obvious that open access can reduce costs for access ... “The costs and potential benefits of alternative schol-.
  64. [64]
    Green, gold, diamond – different models for open access books
    Aug 7, 2020 · Diamond (also known as platinum) refers to gold open access without fees. It is typically used by publishers who are keen to emphasise that they do not charge ...
  65. [65]
    What are the gold and green open access publishing options? -
    Gold OA makes the final version freely available online, usually with a fee. Green OA posts an earlier version in repositories, without a fee, and usually with ...
  66. [66]
    The oligopoly's shift to open access: How the big five academic ...
    Nov 1, 2023 · We aim to estimate the total amount of article processing charges (APCs) paid to publish open access (OA) in journals controlled by the five ...
  67. [67]
    Is the open access citation advantage real? A systematic review of ...
    Jun 23, 2021 · 64 studies (47.8%) confirmed the existence of OACA, while 37 (27.6%) found that it did not exist, 32 (23.9%) found OACA only in subsets of their sample, and 1 ...<|separator|>
  68. [68]
    Effects of Open Access. Literature study on empirical research 2010 ...
    These advantages include improved knowledge transfer, increased speed in the publishing process and increased use by a professionally and geographically diverse ...
  69. [69]
    Problems and challenges of predatory journals - PubMed Central
    Predatory journal: Copy the open access publishing model by levying APCs on authors, but do not deliver high‐quality, peer reviewed articles (and other services) ...
  70. [70]
    Beall's List – of Potential Predatory Journals and Publishers
    A list of potential predatory publishers created by a librarian Jeffrey Beall. We will only update links and add notes to this list.Standalone Journals · How to recognize predatory... · Vanity Press · Contact
  71. [71]
    Benefits of Open and High-Powered Research Outweigh Costs
    Aug 3, 2017 · We conclude benefits of open science practices outweigh costs for both individual researchers and the collective field in the long run, but that ...
  72. [72]
    5 Open Science practices that improve reproducibility & support trust ...
    Jul 12, 2022 · Open data provides the details necessary for researchers to validate, replicate and reproduce one another's results. Posting a FAIR-compliant ...
  73. [73]
    Eleven strategies for making reproducible research and open ...
    Nov 23, 2023 · Reproducible and open science practices increase the likelihood that research will yield trustworthy results, and facilitate reuse of methods, ...
  74. [74]
    Data Publications & Reproducibility - Data Cooperative
    Increase the defensibility of conclusions through transparent and open research · Increase the ability to verify results · Enable re-use of all or parts of the ...
  75. [75]
    Data Management & Sharing Policy Overview - NIH Grants & Funding
    Aug 5, 2025 · The 2023 DMS Policy applies to all research funded or conducted in whole or in part by NIH, that results in the generation of scientific data.Missing: NSF | Show results with:NSF
  76. [76]
    NSF Public Access Initiative | NSF - National Science Foundation
    NSF is funding a cohort of 10, three-year, multi-institutional projects to start in 2023 to build and enhance national coordination among researchers and other ...Missing: NIH | Show results with:NIH
  77. [77]
    Balancing ethical data sharing and open science for reproducible ...
    Apr 15, 2025 · Reproducible research requires open data and methods implemented as open-source software. Secured data platforms help ensure balance between the ...
  78. [78]
    Indicators of transparency and data sharing in scientific writing in ...
    Nov 21, 2024 · Less than 20% of published orthodontic trials include a positive data sharing statement while less than 2% openly provide their data with publication.
  79. [79]
    systematic review with meta-analysis of individual participant data
    Jul 11, 2023 · The review found that public code sharing was persistently low across medical research. Declarations of data sharing were also low, increasing over time.
  80. [80]
    A study of the impact of data sharing on article citations using journal ...
    We found that rates of data availability for empirical articles published after journals adopted data-sharing policies differ widely between journals, from ...
  81. [81]
    Complex data workflows contribute to reproducibility crisis
    May 20, 2020 · This “reproducibility crisis” has particularly impacted the fields of psychology and medicine, throwing into question the validity of many ...Missing: impact | Show results with:impact
  82. [82]
    No raw data, no science: another possible source of the ...
    Feb 21, 2020 · The reproducibility or replicability crisis is a serious issue in which many scientific studies are difficult to reproduce or replicate. It is ...
  83. [83]
    Open science interventions to improve reproducibility and ... - NIH
    Various open science practices have been proposed to improve the reproducibility and replicability of scientific research, but not for all practices, ...<|separator|>
  84. [84]
    Does reusing scientific datasets reduce the impact of the papers?
    Studies indicate that scientists who systematically share data achieve, on average, a 25 % increase in citation rates (Colavizza et al., 2020) and gain greater ...<|separator|>
  85. [85]
    Open science challenges, benefits and tips in early career and beyond
    May 1, 2019 · We review 3 benefits and 3 challenges and provide suggestions from the perspective of ECRs for moving towards open science practices.
  86. [86]
    The challenges of open access data - The Lancet
    Feb 5, 2022 · These challenges suggest the necessity of monitoring of access to data and conduct of research, particularly given that participants who ...<|separator|>
  87. [87]
    A Survey of Researchers' Needs and Priorities for Data Sharing
    Feb 25, 2021 · 52% of respondents reuse research data but the average satisfaction score for obtaining data for reuse was relatively low. Tasks associated with ...
  88. [88]
    The importance of reproducibility in open research - Blog
    Jan 15, 2025 · Reproducibility can demonstrate that research results are not due to bias or chance, which is vital for accurate and reliable results.
  89. [89]
    The state of OA: a large-scale analysis of the prevalence and impact ...
    Our results confirm the Open Access Citation Advantage found by other studies: open articles receive 18% more citations than otherwise expected. While at least ...Literature Review · Methods · Results
  90. [90]
    Open access journal publication in health and medical research and ...
    Sep 28, 2023 · Open access helps ensure stakeholders can view the full range of research, including results that disagree with expectations held by researchers ...Open Access Outside... · Open Access Within Scholarly... · Green Open Access: The...
  91. [91]
    The effect of Open Data on cost savings
    By removing paywalls and subscription fees, open data allows researchers and businesses to access valuable information without incurring additional costs. A ...
  92. [92]
    Open and reproducible science practices in ...
    Key advantages of open data thus include the sustainable use of scarce resources (manpower, time and funds), the acceleration of scientific progress (as evident ...
  93. [93]
    Weighing the Cost: Open Access Article Publishing Charges ...
    Jan 23, 2024 · *Individuals from countries classified by the World Bank as lower to middle income pay a $50.00 application fee and $95.00 annual dues.
  94. [94]
    Realities of Academic Data Sharing (RADS) Initiative Releases ...
    Feb 7, 2024 · This report presents data on the average yearly cost of DMS activities for institutional units, as well as direct DMS expenses incurred by researchers per ...
  95. [95]
    Open Data: Implications on Privacy in Healthcare Research - PMC
    Open data have reduced costs of advancing healthcare research and contributed to the improvement of healthcare provision by sharing information in a connected ...
  96. [96]
    How do we measure the costs, benefits, and harms of sharing data ...
    Costs of data sharing could include lost opportunities for publication, identification of research participants, and misinterpretation of the data. The benefits ...
  97. [97]
    'Predatory' open access: a longitudinal study of article volumes and ...
    Predatory publishers have caused a lot of negative publicity for OA journals using APCs, partly due to the spam email that they constantly send out to ...
  98. [98]
    Predatory Publishing: The Dark Side of the Open-Access Movement
    Dec 30, 2021 · Predatory publishers' main motivation is monetary profit, not advancing science or making the research landscape more equitable.
  99. [99]
    Open access publishing – noble intention, flawed reality
    Open Access has the potential to become unsustainable for research communities if high-cost options are allowed to continue to prevail in a widely ...
  100. [100]
    Open Access vs. Predatory Journals: How to Spot a Wolf in Sheep's ...
    Nov 6, 2023 · In today's post, we'll explore the differences between OA journals and predatory journals, and how to tell the difference between them.
  101. [101]
    Open science interventions to improve reproducibility and ... - Journals
    Apr 9, 2025 · Proponents of open science believe that openness of methods, materials and community will improve reproducibility of science [28]; however, ...
  102. [102]
    Open Science and Research Reproducibility - PMC - NIH
    Jun 7, 2016 · Many scientists, journals and funders are concerned about the low reproducibility of many scientific findings. One approach that may serve ...
  103. [103]
    Freedom of Information Act: Frequently Asked Questions (FAQ)
    Since 1967, the Freedom of Information Act (FOIA) has provided the public the right to request access to records from any federal agency.Missing: worldwide | Show results with:worldwide
  104. [104]
    Government Transparency - Department of Justice
    The Department of Justice's FOIA Guidelines “update and strengthen the federal government's commitment to the fair and effective administration of FOIA.”
  105. [105]
  106. [106]
    Transparency and Open Government | The White House
    Government should be transparent. Transparency promotes accountability and provides information for citizens about what their Government is doing. Information ...
  107. [107]
    U.S. Open Government initiative - GSA
    Mar 26, 2025 · The U.S. Open Government Secretariat was established by GSA to advance the principles of transparency, accountability, and citizen engagement.
  108. [108]
    About - Open Government Partnership
    The Open Government Partnership (OGP) is an organization of reformers working to transform government, formed in 2011, with 74 countries and 150 local ...
  109. [109]
    Open Government Partnership | The White House
    President Obama launched the Open Government Partnership (OGP) in 2011 at the U.N. General Assembly meeting with seven other heads of state and an equal number ...
  110. [110]
    Federal Information Transparency | U.S. GAO
    The DATA Act seeks to improve the transparency of federal spending by expanding on prior legislation to set government-wide data standards, link award spending ...Missing: initiatives | Show results with:initiatives
  111. [111]
    Department of State Releases 2025 Fiscal Transparency Report
    Sep 19, 2025 · On September 19, 2025, the United States Department of State released the Congressionally-mandated 2025 Fiscal Transparency Report.Missing: 2020-2025 | Show results with:2020-2025
  112. [112]
    2025 Fiscal Transparency Report - United States Department of State
    FTIF programming helps improve: (1) governments' capacity to develop and execute comprehensive, reliable, and transparent budgets; (2) citizens' visibility into ...
  113. [113]
    FOIA Exemptions - Homeland Security
    Oct 26, 2022 · Exemption 1. Protects information that is properly classified in the interest of national security pursuant to Executive Order 12958. Exemption ...
  114. [114]
    FOIA Update: Protecting National Security Under the FOIA
    Jan 1, 1985 · Under Exemption 1 of the Freedom of Information Act, information vital to the national security can be withheld as exempt from disclosure if ...
  115. [115]
    Balancing transparency and national security - SIPRI
    Jan 29, 2014 · When governments are less than transparent about their military budgets, this has serious ramifications for democracy and security.
  116. [116]
    FOIA Exemptions and Exclusions | FinCEN.gov
    Exemption Six: Personnel, medical, financial, and similar files the disclosure of which would constitute a clearly unwarranted invasion of personal privacy.
  117. [117]
    Investigating privacy risks in open government data - Publicera
    Mar 11, 2025 · Our exploratory case study suggests several features of information, people and processes that influence the release of private information held in open ...
  118. [118]
    The negative effects of open government data - ACM Digital Library
    We conducted nineteen in depth interviews with public sector officials and data archivists and identified sixteen categories of negative effects. For the dark ...
  119. [119]
    Americans feel the tensions between privacy and security concerns
    Feb 19, 2016 · Americans have long been divided in their views about the trade-off between security needs and personal privacy.
  120. [120]
    [PDF] Open Government Data Programs and Information Privacy Concerns
    Abstract: This study presents a narrative review of the literature on privacy concerns of Open. Government Data (OGD) programs and identifies suggested ...
  121. [121]
    Transparency & Oversight - Brennan Center for Justice
    The Brennan Center for Justice works to improve transparency and prevent future abuses committed in the name of national security.
  122. [122]
    Transparency and Trust in Government. Evidence from a Survey ...
    Active provision of information improves perceptions about government transparency. •. Increasing transparency helps to improve trust in the government.3.3. Empirical Results · 4. Discussion Of Results · Appendix A
  123. [123]
    Does being informed about government transparency boost trust ...
    Sep 7, 2024 · The findings reveal that the act of disclosure generally enhances trust perceptions, but this effect is significantly modulated by individuals' pre-existing ...Does Being Informed About... · 2. Literature Review · 4. Results And Analysis
  124. [124]
    (PDF) The Effect of Transparency on Trust in Government: A Cross ...
    Aug 5, 2025 · This paper contributes to the emerging literature on transparency by developing and empirically. testing a theoretical framework that ...
  125. [125]
    Trust during crisis: unveiling the role of perceived procedural ...
    ABSTRACT. This article investigates how citizens' perceptions of procedural transparency impact political trust during crises, using COVID-19 as a test case ...
  126. [126]
    The effect of fiscal transparency on government spending efficiency
    Aug 9, 2025 · The purpose of this paper is to analyze whether fiscal transparency, measured by the Open Budget Index, has an effect on public spending performance.
  127. [127]
    [PDF] Evidence on the Impact of Transparency - The World Bank
    Aug 6, 2025 · These studies explain the impact of transparency on government actions as result- ing from changes in voting behavior that then change the ...
  128. [128]
    Relationship between Transparency and Efficiency in Municipal ...
    Sep 19, 2022 · The aim of this paper is to determine whether transparency influences efficiency of public services delivery and, therefore, the economic performance of ...
  129. [129]
    [PDF] Improving Fiscal Transparency to Raise Government Efficiency and ...
    Research has shown that fiscal transparency is critical to effective fiscal management and accountability, which in turn reduces opportunities for corruption ...
  130. [130]
    Latent transparency and trust in government: Unexpected findings ...
    We discuss potential explanations for this counterintuitive and indeed unexpected finding, at least from the perspective of the transparency and open government ...Abstract · Introduction · References (45)
  131. [131]
    How Budget Transparency Affects Public Trust in Government
    Empirical research indicates that jurisdictions with well‐implemented transparency measures often experience notable improvements in public trust. For example, ...
  132. [132]
    IMPACT AND UNINTENDED CONSEQUENCES ‐ by Tero Erkkilä
    Aug 10, 2025 · GOVERNMENT TRANSPARENCY: IMPACT AND UNINTENDED CONSEQUENCES ‐ by Tero Erkkilä ... This empirical study explores the EMA's transparency ...Missing: evidence | Show results with:evidence
  133. [133]
    To know is to act? Revisiting the impact of government transparency ...
    Sep 26, 2023 · The next two sections review the empirical evidence on whether more ... unwanted' social mobilization. While the sustainability of ...
  134. [134]
    The Era of Open Innovation - MIT Sloan Management Review
    The Open Innovation Model. In the new model of open innovation, a company commercializes both its own ideas as well as innovations from other ...
  135. [135]
    Open Innovation: The New Imperative for Creating and Profiting from ...
    Open Innovation: The New Imperative for Creating and Profiting from Technology. Front Cover. Henry William Chesbrough. Harvard Business Press, 2003 - Business & ...
  136. [136]
    Three open innovation models: Which is the right one for your ...
    Oct 6, 2022 · Open innovation theory refers to three different models, depending on the direction of the knowledge flow that you or your organization wish to leverage.
  137. [137]
    A Comprehensive Guide to Open Innovation Models - GreyB
    A must-read guide on open innovation models that decodes the inbound, outbound, and coupled approaches to accelerate innovation pipelines.
  138. [138]
  139. [139]
    How Open Innovation Can Help You Cope in Lean Times
    Inside-out open innovation refers to processes whereby a business places some of its assets or projects outside its own walls. That not only saves much of the ...
  140. [140]
    A meta-analysis of the impact of open innovation on performance
    Aug 13, 2021 · We found that OI generates better overall benefits to the whole organization in the inbound approach compared to in the non-inbound approach and ...
  141. [141]
    A meta-analysis of the impact of open innovation on performance
    May 30, 2025 · This research demonstrates that the OI–performance relationship is significantly moderated by three key factors: performance measure, OI approach, and level of ...
  142. [142]
    The S-shaped relationship between open innovation and financial ...
    The relationship between open innovation and firm financial performance is S-shaped. Appropriability regimes and environmental dynamism are crucial boundary ...
  143. [143]
    Inbound open innovation and firm performance - ScienceDirect.com
    A number of studies focus on the effects of open innovation on firm performance. However, in our view, previous contributions suffer from two main ...
  144. [144]
    Effect of open innovation on firm performance through type of ...
    In an empirical analysis of the South Korean SME manufacturing sector, Yun et al. (Citation2018) revealed that open innovation improves firm performance. The ...
  145. [145]
    SMEs and open innovation: Challenges and costs of engagement
    The paper explores the costs and challenges associated with engaging in Open Innovation practices in European SMEs.
  146. [146]
    Enhancing Firm Performance Through Adoption of Innovation
    Jul 14, 2021 · This paper explores the influence of innovation approaches on innovation performance and firm performance among Indian biotechnology firms.
  147. [147]
    [PDF] The influence of open innovation on firm performance
    Some empirical studies on Chinese high-tech companies demonstrate that technological aptitude increases the impact of incoming OI on firm performance.
  148. [148]
    [PDF] IT impact on open innovation performance
    May 24, 2023 · This paper provides empirical evidence and theorizes that open innovation initiatives will enable firms to enrich their knowledge repository and ...
  149. [149]
    The influence of open innovation on firm performance - Sage Journals
    Nov 3, 2020 · The aim of this paper is to investigate how the paradigm of open innovation influences firm performance and to provide suggestions for future research avenues.
  150. [150]
    Effects of open innovation in startups: Theory and evidence
    The empirical evidence garnered in this paper suggest that not only do startups benefit from open innovation, but also the extent of product innovation and the ...
  151. [151]
    Antecedents of strategic ambidexterity in firms' product innovation
    Sep 22, 2021 · This study shows that firms can develop strategic ambidexterity in product innovation (SAPI) through diverse product innovation strategies.Theory And Hypotheses · External Knowledge Sources... · Data And Methods
  152. [152]
    [PDF] Strategic Management of Open Innovation: A Dynamic Capabilities ...
    10 According to the 2015. Global Innovation 1000 study, 94% of the world's largest innovators conduct some components of their research and development (R&D) ...
  153. [153]
    [PDF] How Open Innovation Affects the Drivers of Competitive Advantage
    Abstract. Purpose – This paper aims to explore how community-controlled open innovation affects cost- and differentiation-based competitive advantage, ...
  154. [154]
    About CC Licenses - Creative Commons
    Creative Commons licenses give permission to use creative work under copyright law. There are six license types, and CC0 puts works into the public domain.Made with Creative Commons · Use & remix · Technology Platforms
  155. [155]
    [PDF] The Creative Commons model of open content licensing
    Along with the text of the various open content licences, the project has developed metadata that can be used to associate creative works with their licence ...
  156. [156]
    Metrics/License statistics - Creative Commons Wiki
    Mar 2, 2014 · As of December 2010, there were 400+ million CC licensed works. In 2008, 130 million works were estimated, and 67 million photos at Flickr. By ...
  157. [157]
    [PDF] Creative Commons Licensing and Relations of Production in the ...
    Mar 29, 2021 · My research suggests that open licensing creates “networked objects of creative ... works and facilitating their co-creation and exchange.
  158. [158]
    A healthy public domain generates millions in economic value
    Mar 25, 2015 · We found that public domain-inspired works were more likely to succeed and raised more funding (56%) compared with untested, entirely original projects.<|separator|>
  159. [159]
    The Creative Commons and Copyright Protection in the Digital Era
    Aug 5, 2025 · Kim (2007) expressed that the financial gain from copyrighted works is not critical for CC licensors. They create resources out of a love of ...
  160. [160]
    Exploiting Creative Commons: The Rise of Copyright Trolling and Its ...
    Oct 7, 2024 · This paper examines the mechanics of copyright trolling, focusing on the vulnerabilities of digital creators who use open licensing.
  161. [161]
    A dynamic model of open source vs proprietary R&D - ScienceDirect
    It is in equilibrium that Open Source sectors innovate faster than proprietary sectors, because in equilibrium Open Source licenses allow entry while ...Missing: comparison | Show results with:comparison
  162. [162]
    [PDF] Pitfalls of Open Licensing: An Analysis of Creative Commons ...
    This Article analyzes the legal implications of Creative Commons licenses, both statically—as applied to a single copyrighted work—and dynamically—as the rights ...Missing: statistics | Show results with:statistics
  163. [163]
    View of Managing risk and opportunity in Creative Commons ...
    Creative Commons licenses are designed to enhance the network effect, those uses which add rather than remove value such as creating derivatives are the ...
  164. [164]
    Open Educational Resources | UNESCO
    Open Educational Resources (OER) are learning materials under open licenses, allowing no-cost access, reuse, and adaptation. UNESCO has a recommendation and ...Recommendation on OER · OER in action · OER Resources · Dubai Declaration
  165. [165]
    What is OER? - Open Educational Resources Guide
    Feb 25, 2024 · Open Educational Resources (OER) are no-cost or low-cost online learning materials which can be reused, revised, remixed, redistributed, and retained.
  166. [166]
    A Review of Reviews on Open Educational Resources - Open Praxis
    The thematic analysis using UNESCO's recommendation on OER as a framework indicates research gaps in the areas of sustainability and international cooperation.
  167. [167]
    Open Educational Resources - Bay View Analytics
    In 2023-24, 56% of faculty were aware of OER, with 26% using them as required. In higher education, 64% of faculty are aware, with 29% requiring OER. In K-12, ...
  168. [168]
    Open Educational Resources Save Students Nearly $500,000 in ...
    Mar 5, 2025 · $481,973 estimated in total student savings resulting from OER use in Academic Year 2023-24. $25,000 Estimated per-semester student savings ...Missing: statistics | Show results with:statistics
  169. [169]
    Do open educational resources improve student learning ... - NIH
    Mar 6, 2019 · The majority of this research has found no significant difference between OER and commercial texts when measuring learning performance. We have ...
  170. [170]
    [PDF] The Impact of Open Educational Resources on Various Student ...
    They also improve course grades at greater rates and decrease DFW rates at greater rates for Pell recipient students, part-time students, and populations.
  171. [171]
    Uncovering the black box effect of Open Educational Resources ...
    Apr 10, 2025 · The first-phase results revealed that OER and OEP have a significant but negligible (g = 0.10) effect on students' learning performance. To ...
  172. [172]
    [PDF] Open Educational Resources (OER) Repositories
    Empirical evidence and case studies consistently indicate positive correlations between OER use and improved student performance and learning outcomes.
  173. [173]
    Full article: Faculty barriers to using open educational resources
    Oct 18, 2025 · The literature suggested that while intrinsic barriers such as awareness and quality concerns continued to inhibit OER use, in some cases those ...
  174. [174]
    Unlocking the Potential of Open Educational Resources
    Oct 17, 2024 · Despite this, adoption of OER remains low, with only 29% of faculty using them (Seaman & Seaman, 2023). Several factors contribute to this low ...Missing: limitations | Show results with:limitations
  175. [175]
    challenges in using the open educational resources: user perspective
    Apr 15, 2025 · The research identifies four main challenges for students using Open Education Resources (OER): student-related, content-related, internet-related, and ...
  176. [176]
    Factors affecting the sustainability of open educational resource ...
    Jan 14, 2025 · This systematic review aims to examine the factors that impact the sustainability of open educational resources (OER) initiatives.
  177. [177]
    George Soros, Karl Popper, and ironies of "The Open Society"
    Mar 7, 2017 · Popper's open society encourages rational reflection, individualism, and democracy, while closed societies are tribal, lack critical thinking,  ...Missing: impacts | Show results with:impacts
  178. [178]
    The Open Society Revisited - MDPI
    Under the impact of totalitarianism, Popper distinguished open from closed societies ... Both thinkers see an open society as more rational than a closed society ...
  179. [179]
    [PDF] The Open Society and Its Future
    Sep 24, 2020 · The opposite of an open society is a closed society, in which social stratification is based on ascription rather than on merit, citizens do not ...<|separator|>
  180. [180]
    What is an 'open society'? Bergson, Strauss, Popper, and Deleuze
    Jun 27, 2024 · This paper examines the different interpretations of the distinction between closed and open societies put forward by Henri Bergson, Leo Strauss, Karl Popper, ...
  181. [181]
    Culture and Openness | Social Indicators Research
    Jan 17, 2006 · We find that several aspects of national culture have an impact on openness. Specifically, we find positive effects of individualism and negative effects of ...
  182. [182]
    [PDF] Openness to Experience and Culture-Openness Transactions ... - OSF
    Cross-lagged analyses showed that changes in cultural activity predicted future changes in openness, and vice versa. These bidirectional associations provided ...
  183. [183]
    [PDF] The Culture of Openness: How Creativity Fosters Moral Progress
    So-called tight countries or cultures are those in which people tend to be collectivist, dutiful, cautious, and more controlled, and where more self-control is ...
  184. [184]
    Personality correlates of social attitudes and social distance - PMC
    Previous studies have shown that personality traits (i.e., openness to experience, conscientiousness, and agreeableness) relate to prejudicial attitudes.
  185. [185]
    Are open debate and free speech curtailed in today's society?
    Jul 23, 2020 · A recent letter published by Harper's Magazine called “A Letter on Justice and Open Debate” has sparked heated controversy since it warns of a “cancel culture.”
  186. [186]
    Cultural evolution and individual development of openness ... - PNAS
    We explore the idea that openness can be maintained because individuals need to acquire culture to be effective cultural models, i.e., to transmit their traits ...
  187. [187]
    The reciprocal relationship between openness and creativity
    Oct 11, 2023 · Several studies suggest a reciprocal relationship in which openness to experience more generally, and openness to cultural diversity more ...