衡量 OSPO 價值：ROI、韌性、風險前瞻與策略影響力框架

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE A Report for Executive Leaders, OSPO Practitioners, and Technology Strategists Ibrahim Haddad, PhD Foreword by Ana Jiménez Santamaría, The Linux Foundation June 2026 In partnership with

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE Open source OSPO value is best OSPO performance powers products, should be judged by measured as a portfolio infrastructures, and business outcomes, of indicators that operations across not activity counts or capture different forms workflow volume. of enterprise value. modern enterprises. Weak OSPO

measurement leads to

underinvestment, mis-scoped economics, preparedness, visibility, and decision

governance, and

strategic blind spots. Strong OSPO governance Organizations gain Resilience means the depends on clear more influence organization is prepared decisions and when they actively before disruption forces communication, engage in the open improvisation and not just documentation source ecosystems expensive reaction. and tracking. they depend on. AI-generated code

adds new governance

standard compliance

designed to handle. Copyright © 2026 The Linux Foundation | June 2026. This report is licensed under the Creative Commons Attribution-NoDerivatives 4.0 International Public License Please cite this research report when using the infographics. See citation guidance on the report’s back page.

TABLE OF CONTENTS Foreword �������������������������������������������������������������������������������������������������04 Executive reporting model �������������������������������������������������������������������23 Executive summary �������������������������������������������������������������������������������05 Measurements evolve as the OSPO evolves �������������������������������������26 Introduction ��������������������������������������������������������������������������������������������06 Practical roadmap for implementation ���������������������������������������������28 The urgency of measuring the value of OSPOs ��������������������������������07 Conclusion: reframing the OSPO narrative ���������������������������������������30 Design principle for measurement �����������������������������������������������������09 Appendix A� OSPO metric catalog ������������������������������������������������������31 The four-dimension OSPO value framework ������������������������������������10 Resources ������������������������������������������������������������������������������������������������38 Dimension one: ROI and cost avoidance �������������������������������������������14 Feedback �������������������������������������������������������������������������������������������������39 Dimension two: resilience ��������������������������������������������������������������������16 Acknowledgments ���������������������������������������������������������������������������������39 Dimension three: risk foresight �����������������������������������������������������������18 Disclaimer �����������������������������������������������������������������������������������������������39 Dimension four: strategic influence ���������������������������������������������������20 About the author �����������������������������������������������������������������������������������40 Principles for building a credible OSPO value measurement system ���������������������������������������������������������������������������22

FOREWORD We are witnessing a fundamental shift across the technology training delivered.These signals can be useful, but they do not industry: infrastructure is no longer an invisible layer fully explain why an OSPO matters to the business.operating quietly in the background.It has become a strategic determinant of organizational value, resilience, and long-term That is why this report is timely.It connects open source competitiveness.

management to the capabilities organizations need to operate: cost efficiency, operational resilience, risk anticipation, and Nowhere is this shift more visible than in AI.Open protocols and strategic influence in the open ecosystems that shape their interoperability standards such as the Model Context Protocol infrastructure.

(MCP) and A2A (Agent2Agent) protocol, open source agentic tools such as Goose, and emerging open source agent platforms In my work with open source developer communities and such as Hermes and OpenClaw are becoming foundational practitioners responsible for open source management inside building blocks for how organizations develop, connect, and organizations, I have seen this need become increasingly urgent.operate AI-powered systems.

OSPOs need a framework that executives can act on: one that explains not only what the OSPO does, but what organizational In this context, open source has become a business capability, value it enables.a risk surface, a governance challenge, and a strategic environment in which organizations participate intentionally.

This need is becoming more pressing as new agentic workflows, open protocols, interoperability standards, and open source This makes the role of the Open Source Program Office AI tools will create new dependencies and new governance (OSPO) increasingly important.As these ecosystems mature, questions.

For OSPOs, the challenge is not only to support organizations need a function that can help them understand adoption, but to show how their work creates measurable what they depend on, how those technologies are governed, value for the organization through better decisions, stronger where risks may emerge, and how to participate in ways that resilience, clearer risk management, and more strategic create long-term value rather than passive dependency.OSPOs ecosystem participation.

This report provides a practical and their open source specialists are well positioned to connect foundation for making that shift visible, measurable, and these realities.actionable.Yet the value of OSPOs has often been difficult to communicate.

Ana Jiménez Santamaría, Too often, it has been described through activity counts: tickets Senior Project Manager, closed, repositories scanned, contribution requests reviewed, or The Linux Foundation MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 4

EXECUTIVE SUMMARY This report proposes a structured method to measure the business value of an Open Source Program Office (OSPO) across four dimensions: cost efficiency, operational resilience, risk anticipation, and strategic influence.The reference model framework links OSPO activities to measurable business outcomes through explicit causal pathways.It distinguishes between activity metrics, operational outcomes, and financial or risk-adjusted value.

For example, increasing SBOM coverage improves vulnerability detection speed.Faster detection reduces mean time to remediation, which lowers the probability and impact of production incidents.As a result, the organization avoids outage costs or reduces security exposure.The framework is designed for executive decision-making.

It provides a baseline model that organizations can adapt to quantify OSPO contribution, compare investment against outcomes, and integrate OSPO metrics into broader engineering and risk dashboards.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 5

INTRODUCTION Open source software is embedded in the majority of modern • The effects are distributed: OSPO benefits accrue across software systems.Industry studies consistently show that most product teams, engineering operations, legal, security, commercial codebases depend on externally maintained open procurement, and strategy rather than inside a single budget source components.This dependency introduces both leverage line.Capturing these effects is not a straightforward exercise.and exposure.

Recent security incidents have shown that • The impact is multi-horizon: Some benefits, such as shorter vulnerabilities in widely used components can propagate rapidly review cycle times, may appear within a quarter;others, such across industries.That dynamic has elevated open source from as ecosystem influence or reduced lock-in, emerge over years.an engineering concern to a board-level risk and strategy topic.

• The work is cross-functional: OSPO outcomes are a mix Organizations have established OSPOs to manage such of technical, legal, operational, cultural (community), and complexities.However, most OSPOs are evaluated using activity- strategic.based metrics such as contribution counts or policy adoption.These indicators do not demonstrate business value.

This report The issue is often the lack of language that makes the value addresses that gap by defining a measurement framework that of OSPOs clear to decision-makers and executive sponsors.A connects OSPO activities to business outcomes and quantifiable credible measurement model or an OSPO value framework must impact.

satisfy two constraints: it must be rigorous enough to support executive review and prioritization, and it must be flexible to As enterprise dependency on open source software deepens, reflect the real character of open source governance.the need for coordinated governance and interactions with that ecosystem deepens as well.OSPOs emerged in response to that Some of this measurement difficulty is also structural: the value reality.

In their most basic form, they provide policies, processes, of OSPOs is preventive, distributed, and cross-functional within training, tooling, and compliance support.At higher maturity the organization.

Some of it is organizational: many enterprises levels, OSPO also shape contribution strategy, developer have not yet built the data pathways, reporting discipline, or enablement, supplier expectations, ecosystem participation, and cross-functional instrumentation needed to capture that value executive visibility into open source risks and opportunities.reliably.The distinction is important because it reminds leaders that imperfect visibility is not the same thing as absent impact.

However, OSPO value has been historically difficult to measure for at least four reasons: • Much of the OSPO value is preventive: When an OSPO identifies a licensing issue before a software release, improves a dependency intake path, or detects a governance concern early, the result is often the absence of a crisis rather than a visible, escalated, and costly event.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 6

THE URGENCY OF MEASURING THE VALUE OF OSPOS Measuring the OSPO value has become a more urgent question transparency and traceability as normal elements of responsible because the operating context for open source has significantly software management rather than exceptional practices.changed in the last few years.

In the following subsections, we explore five major factors pressuring OSPOs into demonstrating Rise of regulations value across all enterprises: The European Union’s Cyber Resilience Act (EU Regulation • Open source now sits closer to revenue-critical systems 2024/2847), which entered into force on 10 December 2024, • Security and supply chain expectations are rising is the most consequential regulatory development for open source governance in recent years.

It establishes mandatory • Tightened regulations affecting open source software cybersecurity requirements for products with digital elements • Evolving expectations from leadership sold into the EU market, with direct implications for how organizations manage open source dependencies.

Specifically, • Added governance complexity with AI-generated code it creates obligations around vulnerability disclosure timelines, SBOM transparency, conformity assessment, and the treatment Open source now sits closer to of commercial open source integrators who place products on revenue-critical systems the EU market.

As products become more software-defined, open source The CRA regulates the act of placing products that contain open dependencies increasingly sit in the direct path of customer source into commercial supply chains.It shifts governance experience, release confidence, security posture, and expectations from upstream communities to the enterprises operational continuity.This environment changes the that integrate and ship those components.Organizations that significance of OSPO performance.

Open source now affects lack documented intake processes, dependency inventories, product delivery speed, remediation quality, and the enterprise’s and vulnerability response workflows face commercial and ability to move quickly without accumulating hidden exposure to operational exposure as CRA obligations phase in.Manufacturer technical debt.

obligations to report exploited vulnerabilities apply from 11 September 2026, and the full set of obligations applies from 11 Security and supply chain expectations are rising December 2027.

The OSPO function now covers open source compliance, The governance infrastructure an OSPO builds, dependency contribution management, dependency transparency, visibility, SBOM practices, community collaboration, upstream vulnerability response coordination, SBOM workflows, and relationship management, and vulnerability response broader supply chain readiness.

That shift in scope and coordination, is increasingly the same infrastructure that responsibilities is reinforced by public guidance around SBOMs regulators, enterprise customers, and insurance underwriters and software supply chain governance, which increasingly treats are beginning to treat as a baseline expectation.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 7

Organizations seeking to demonstrate CRA readiness through AI-generated code: an added governance complexity their OSPO scorecard should pay particular attention to four metrics: AI-assisted development tools are changing how code enters the enterprise, and the governance questions they raise do not fit • SBOM coverage rate (Appendix A.3), which maps directly to neatly into existing intake workflows.

The 2025 TODO Group and CRA’s transparency obligations Linux Foundation survey reports that 79% of OSPOs now rate • Time to awareness for upstream issues (Appendix A.3), which themselves effective at managing generative AI risks, up from relates to vulnerability notification timelines 65% in 2024.

That signals real progress, but readers should note these figures are self-reported and no external benchmark for • High-risk issues identified pre-release (Appendix A.4), which OSPO AI-risk management has yet been published.demonstrates active governance, and • Compliance cycle-time reduction (Appendix A.2), which The core concerns with AI-generated code are provenance and provides evidence of a functioning intake process.license contamination.

Large language models trained on public code repositories may reproduce patterns, idioms, or fragments These four metrics together constitute a minimum credible whose license terms are unclear or disputed.The legal status evidence set for a CRA-focused governance conversation with of AI-generated code varies by jurisdiction and remains customers, auditors, or regulators.unsettled.

For OSPOs, this landscape creates a new category of compliance exposure and most current SCA tooling does Evolving expectations not reliably detect it.Executive expectations are also shifting as OSPOs become more The practical implication for measurement is that both the involved in security, AI infrastructure, community collaboration, resilience and foresight dimensions should include indicators and supplier-facing governance.

Leadership no longer expects specific to AI code governance: whether the organization has the OSPO to just guide the internal adoption of open source and a policy governing AI-generated code in products, whether process license compliance tickets.Executive leadership expects developers are trained on that policy, and whether there is a the OSPO to help the enterprise govern complexity.

Any OSPO review pathway for AI-assisted contributions before they enter value measurement model that remains trapped in narrow production codebases.activity counts is therefore already outdated.These developments increase the importance of OSPOs and increase the cost of measuring their value and impact poorly, because executive misperception now translates more directly into underinvestment, mis-scoped governance, and blind spots.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 8

DESIGN PRINCIPLE FOR MEASUREMENT A useful OSPO measurement portfolio must span short-term CHAOSS Practitioner Guide economics, structural preparedness, anticipatory detection, and long-horizon ecosystem position rather than overconcentrating The CHAOSS Practitioner Guide Series provides practical on any one of them.However, these dimensions should not be resources to help OSPOs maximize the value of their open treated as standalone categories or as a fixed list of metrics.source programs.

The guides cover key areas including Following the Goal-Question-Metric approach used by the demonstrating organizational impact, assessing dependency OSPO Metrics WG, OSPOs are recommended to first clarify the health and sustainability, managing project archival and organizational goals they want to support, identify the executive retirement, and measuring the outcomes of open source funding and operational questions they need to answer, and then select initiatives.

Additional guidance supports the improvement metrics that provide meaningful evidence for decision-making.of open source projects across contributor sustainability, community responsiveness, organizational engagement, The core purpose of OSPO measurement is to communicate security, and leadership diversity.impact: how open source work creates economic, operational, strategic, and ecosystem value for the organization.

This includes communicating that impact across different teams, such as engineering, product, legal, security, procurement, community, and executive leadership.In this sense, the four dimensions proposed in this report below can be understood as complementary lenses for communicating OSPO impact.This is conceptually similar to the way leaders evaluate cybersecurity, platform reliability, architecture health, or product quality.That design principle leads directly to the framework proposed in this report.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 9

THE FOUR-DIMENSION OSPO VALUE FRAMEWORK There isn’t a single metric that can capture the impact of an • Risk foresight: Continuous monitoring of dependencies OSPO.Effective OSPO value measurement requires a structured enables earlier awareness of vulnerabilities, which reduces portfolio of evidence.The OSPO value framework proposed in the exposure window and lowers the probability and impact Figure 1 and detailed in Table 1 organizes the OSPO value into of security incidents.four dimensions.

Each dimension is defined through a causal • Strategic influence: Active upstream participation increases chain linking OSPO activity to business outcomes.influence over project direction, which enables faster • ROI and cost avoidance: OSPO standardization reduces adoption of required capabilities and reduces the need for duplication and rework, which improves engineering internal development.efficiency and lowers development and maintenance cost.

• Resilience: Dependency visibility and governance improve issue detection and remediation speed, which reduces incident frequency and duration and improves service To avoid attribution debates, it helps to state the value logic continuity.explicitly.

OSPO mechanisms (policy and decision rights, standardized processes, workflows FIGURE 1 and tooling, contribution governance, supplier expectations, OSPO VALUE FRAMEWORK escalation design, and internal enablement) strengthen enterprise capabilities (visibility, standardization, response speed, and cross-functional alignment), which in turn drive outcomes (reduced avoidable cost, improved continuity, earlier intervention, and greater ecosystem agency).

The scorecard should therefore be read as evidence that these capability pathways are strengthening, not as a claim that the OSPO alone owns all downstream results.A useful test of the pathway: if OSPO maturity rises but the dimension’s outcome metrics stay flat for two consecutive periods, the pathway is not yet operating as designed and the OSPO should investigate whether artifacts and processes are actually being consumed in decisions.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 10

TABLE 1 KEY CHARACTERISTICS OF THE DIMENSIONS IN THE OSPO VALUE FRAMEWORK Typical

dimension dimension addresses audience horizon evidence section Savings estimates, cycle-time

and avoided external spend

How prepared are we to

readiness indicators Early warnings, Legal, Security,

avoided escalations How does open source help the organization achieve their product Ecosystem

CEO, Strategy,

dependency leverage How does open source strengthen our long-term leverage and optionality? The OSPO is accountable for the measurement system design, Accountability across the OSPO value framework the governance mechanisms (policies, standard workflows, Before applying this framework, organizations should be explicit decision rights, escalation paths, and reusable artifacts), and the about what the OSPO owns versus what it enables. Conflating cross-functional coordination that enables outcomes. It is not the two is a common source of scorecard inflation and cross- accountable for every outcome that those mechanisms touch. functional friction. MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 11

Legal is accountable for legal interpretation and legal risk • Strategic influence measures whether the organization is acceptance decisions.The OSPO provides standard intake paths building leverage, optionality, and a more intentional position and reduces the volume of recurring matters requiring counsel;in the ecosystems it materially depends on.legal owns the decisions that remain.

Resilience and risk foresight, for example, are related but not Security is accountable for vulnerability response and security interchangeable.Resilience is about the state of preparedness: risk posture.The OSPO enables dependency transparency, the extent to which the organization has visibility, controls, upstream awareness, and consistent supply chain governance artifacts, and response paths in place.Risk foresight is about interfaces;security owns the response.

early detection and anticipatory intervention: the extent to which the organization can see emerging issues while they are Engineering, product, and architecture are accountable for still governable.One dimension asks whether the enterprise implementation choices and operational execution.The OSPO is built to withstand disruption;the other asks whether it can enables coherent options, escalation routes, and reusable recognize disruption early enough to change the outcome.artifacts;

those teams own the build and release decisions.Note on AI-generated code Procurement and suppliers are accountable for commercial terms and supplier compliance where applicable.The OSPO As of 2025, risk foresight should include coverage of AI- helps define open source requirements and evidence generated code governance as a distinct signal category, expectations;procurement owns the contractual relationships.separate from standard license and vulnerability detection.

The detection methodology differs because standard SCA tooling Reading the four-dimension scorecard without this was not designed for this class of exposure.accountability map produces attribution errors in both directions: the OSPO either claims too much credit or absorbs A worked illustration: reading all four dimensions blame for outcomes it could not have owned.

from a single event Each dimension captures a different mechanism by which OSPOs An OSPO that monitors upstream project health detects that the enable enterprise value: sole maintainer of a cryptographic library used in three revenue- • ROI and cost avoidance measures whether the OSPO reduces critical products has not merged a pull request or responded unnecessary spend, friction, and waste.

to issues in for example 47 days, while new unresolved pull requests and new open issues are accumulating at a rate of • Resilience measures whether the organization is structurally several per day.The library has no co-maintainer listed and no prepared to absorb open source and supply chain disruption.succession documentation.• Risk foresight measures whether the organization can detect emerging issues early enough to act before they harden into incidents.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 12

Reading this through the four dimensions: and release re-qualification, plus delay costs if a release slips.The avoided-disruption value is the difference between • Under risk foresight, this is an early warning.The those two scenarios, discounted by the probability that the organization has detected a governance instability before it library actually fails without intervention.The figures here are becomes a support or security incident.The foresight metric illustrative ranges, not industry benchmarks;

organizations records one high-risk upstream issue identified with a 47-day should anchor them to their own incident records or to detection lag from the first signal.upstream maintainer-health signals such as those tracked by • Under resilience, the situation exposes a gap.The CHAOSS or the OpenSSF Critical Score.Even with a probability dependency has no assigned owner, no documented of failure as low as 20 to 30 percent, the expected value of mitigation path, and no fork or replacement plan.

The early intervention typically exceeds its cost by a multiple.This resilience metric reflects a critical dependency without is the logic the OSPO should document, not just the action.a designated escalation path, which is exactly what the • Under strategic influence, this is an opportunity.If the coverage metric should surface.organization has the engineering capacity to take a co- • Under ROI, if the OSPO intervenes now, the cost is maintainer role in a library it already depends on, it converts measurable.

The engineering hours required to identify an passive exposure into dependency leverage.That is a strategic alternative library, engage the project community, or initiate outcome with a clear pathway.a co-maintainership contribution.As an illustrative range, 40 to 80 hours of senior engineer time.The counterfactual is an This single event does not dominate any one dimension’s emergency migration under time pressure after the library scorecard.

But reading it across all four shows how the is abandoned or compromised, which is typically four to ten framework works as a diagnostic system rather than a checklist.times more expensive across engineering, security review, MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 13

DIMENSION ONE: ROI AND COST AVOIDANCE This section frames ROI and cost avoidance as the economic It should also include efficiency gains that are small in isolation outcomes of better open source governance: reduced avoidable but meaningful in aggregate, such as faster intake workflows, spend, lower external dependency, fewer late-stage disruptions, clearer decision rights, and reusable artifacts that reduce and efficiency gains that compound across teams.Because much repeated work across teams.

of this value is preventive or distributed, it should be measured through disciplined estimation with explicit assumptions rather How to measure ROI and cost avoidance?than false precision.In this dimension especially, credibility improves when reporting distinguishes the value the OSPO The most effective financial reporting for OSPOs relies on directly creates from the value it enables across engineering, disciplined estimation rather than false precision.Executives legal, security, and procurement.

will generally accept approximations when the assumptions are clear, the methodology is stable, and the claims are modest.The importance of this dimension A practical way to keep estimates credible is to anchor them to For many executive audiences, the first question remains a baseline and an explicit counterfactual.An organization can economic: if the organization invests in an OSPO, what does use historical remediation and release delay records, sampled it get back?

That question is legitimate, but it is often framed products, repeat external counsel patterns, and time-spent too narrowly.OSPOs rarely generate attributable revenue in a analysis on recurring governance work to establish what direct and isolated sense.Their financial contribution is more they typically pay today.Then separate what governance is often visible through cost avoidance, efficiency, and reduced controllable from what is structural.This approach keeps ROI waste.

This is one of the most credible ways to express value in claims disciplined and reduces debates about attribution.enterprise settings.Finance leaders routinely evaluate programs based on avoided spend, reduced external dependency, If Finance will not validate an avoided cost estimate, report it improved process efficiency, and fewer delivery disruptions.as an operational proxy with transparent assumptions, not as a financial claim.This approach keeps the scorecard credible while What belongs in this dimension?

still supporting prioritization decisions.

ROI and cost avoidance should capture economic outcomes such as governed substitution of higher-cost alternatives, reduced Differentiating OSPO-created vs OSPO-enabled reliance on external legal review for recurring open source value matters, lower remediation costs because issues are found earlier, less release disruption caused by late-stage surprises, An important aspect to consider is creating a distinction and less duplicated effort because teams follow standard between the value the OSPO directly creates and the value it guidance and approved paths.

enables across the organization.OSPO-created value is best reserved for outcomes the OSPO owns end to end, such as MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 14

a standardized intake path, a reusable compliance artifact Common mistakes pipeline, or a governance decision that replaces repeated ad hoc review.OSPO-enabled value describes outcomes delivered Organizations tend to make four recurring errors in this by engineering, legal, security, procurement, or product teams, dimension: double-counting savings already recognized where OSPO mechanisms made the outcome faster, safer, or elsewhere, treating all open source benefits as OSPO-generated cheaper.

benefits, presenting optimistic estimates without explicit assumptions, and ignoring hidden support or maintenance costs For example, an OSPO may enable a release delay prevention by when making substitution arguments.clarifying license options early, but the product team and release owners still execute the remediation.

Similarly, an OSPO may A related guardrail is to avoid metrics that improve simply by enable reduced outside counsel spend by creating templates changing accounting treatment or shifting work to other teams.and escalation routes, while legal operations realize the spend If savings are real, the assumptions, sources, and cost owners reduction.Treating these as enabled value keeps attribution should remain visible and stable over time.honest and tends to increase trust.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 15

DIMENSION TWO: RESILIENCE This section defines resilience as the organization’s What belongs in this dimension?preparedness to absorb open source and software supply chain disruption without improvisation or late-stage disruption.It Resilience should be understood as the organization’s focuses on structural readiness, including dependency visibility, preparedness posture.

It includes dependency visibility, SBOM ownership, standardized artifacts, escalation paths, and coverage, ownership of critical dependency clusters, standard decision rights, rather than on whether issues occur.

Resilience artifact generation, escalation paths for licensing or provenance is therefore distinct from risk foresight: resilience measures concerns, and decision readiness around patching, contributing, readiness posture, while foresight measures early warning and replacing, forking, or escalating supplier issues.timely intervention.SBOM coverage as a metric requires careful definition before it is From governance to continuity useful.Three qualifications matter in practice.

If ROI explains why the OSPO matters to finance, resilience 1.Format: SBOMs generated in SPDX and CycloneDX are not explains why it matters to engineering and security leadership.interchangeable across all downstream consumers, and organizations should specify which formats they generate, for Modern software supply chains are fragile in ways that are easy which consumers, and whether those consumers can actually to underestimate: ingest the output.• Critical packages may be maintained by small teams.2.

Freshness: an SBOM generated at release is accurate at that moment.If the underlying dependencies change during a • Governance may be uneven across essential upstream product’s operational life and the SBOM is not updated, high projects.coverage scores can coexist with operational blindness.• Transitive dependencies can hide risk.3.Consumption: an SBOM that exists but is not referenced in • Build systems can accumulate invisible complexity.

procurement decisions, vulnerability response workflows, or supplier conversations is an artifact, not a capability.• Supplier visibility may be incomplete.Coverage metrics should therefore be paired with a short Under those conditions, resilience becomes a strategic property.operational test: in the last quarter, how many times was an The OSPO contributes to resilience by helping the organization SBOM actually used to make or accelerate a decision?see, structure, and govern this complexity.

It creates visibility into dependencies, strengthens artifact quality, supports To make this test operational, organizations should designate a consistent control paths, and clarifies what the enterprise will do single tracking point for SBOM-referenced decisions, whether when upstream or supply chain conditions deteriorate.that is a field in the release checklist, a tag in the vulnerability response ticket, or a line in the procurement sign-off record.

The MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 16

question requires that someone is responsible for noting, each gaps in the systems that matter most, so executive reporting time an SBOM is consulted, what decision it informed.Twelve should make scope visible.such records per year is credible evidence of operational use.Zero records are evidence of an artifact practice, regardless of As a guardrail, we should avoid treating higher coverage coverage score.

numbers as proof of readiness unless the artifacts are current, used in decision-making, and connected to ownership Resilience is therefore the presence of a structure that makes and escalation paths.Otherwise, the metric can become a risk more governable when stress arrives.Resilience metrics compliance artifact rather than an operational capability are usually leading indicators rather than lagging financial indicator.outcomes.

Useful measures include the percentage of products with current SBOMs, the percentage of critical products whose Resilience is often undervalued key dependencies are identified and assigned owners, the time it takes responsible stakeholders to become aware of relevant A resilient open source posture does not eliminate dependency upstream issues, the percentage of releases covered by standard risk.

It reduces the likelihood that the organization is surprised compliance artifacts, and the share of higher-risk dependencies by it, paralyzed by it, or forced into expensive late-stage with explicit mitigation paths.decisions.Resilience is easy to underinvest in because it shows up only How to measure resilience?when it fails.When readiness work is done well, nothing To prevent false confidence, we should interpret these indicators dramatic happens.

Releases proceed as planned, and issues are with a critical systems-first lens: prioritize the most safety, handled early.That success looks like normal operations.This revenue, and release critical products, and be explicit about is why resilience metrics matter.They give leaders evidence of scope.High coverage across the long tail can coexist with serious preparedness before a disruption forces an expensive test.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 17

DIMENSION THREE: RISK FORESIGHT This section explains risk foresight as the organization’s ability partly about coverage of signal channels, and not just the to detect emerging open source issues early enough to change number of issues found.In this context, it is worth flagging the outcomes, before they become incidents, release disruptions, “CHAOSS Practitioner Guide: Assessing Viability”, developed licensing issues, or escalations.

Unlike resilience, which measures primarily by Gary White (Principal Engineer, Verizon OSPO), as preparedness posture, foresight measures early warning and part of the CHAOSS OSPO WG.The guide is intended primarily timely intervention.

It is best evidenced through a combination for OSPOs and other teams within organizations that need to of leading indicators and short, disciplined near-miss narratives understand the viability and risks associated with the open that show what was detected, what decision changed, and what source software that they are consuming.was likely avoided.How to measure risk foresight?Some OSPO value is not captured fully by resilience alone.

The OSPO frequently acts as an early-warning mechanism: Preventive value is inherently difficult to measure.It is rarely identifying a license incompatibility before release, recognizing possible to prove with certainty what would have happened had when an upstream project’s governance is weakening, surfacing the OSPO not intervened.But this does not make measurement a policy issue before it escalates, or detecting patterns of impossible.

It means the evidence model must combine counts process drift while corrective action is still practical.This with judgment and a short narrative.function is better described as risk foresight than simply risk Useful indicators include the number of high-risk issues management.It is about both handling known risk categories identified pre-release, the severity mix of those issues, the and recognizing weak signals early enough to change outcomes.

trend in late-stage discoveries, the number of issues redirected before formal escalation, the number of policy advisories issued What belongs in this dimension?in response to external change, and the time between issue Risk foresight includes pre-release detection of problematic detection and decision.licenses or unapproved terms, early identification of regulatory A common interpretation error is to treat more issues found or policy shifts relevant to open source use, recognition of as worse performance.

In foresight, a short-term increase upstream instability that may create future support or security can indicate better detection and healthier disclosure.The issues, detection of teams bypassing approved pathways, and more meaningful executive signals are severity mix, late-stage escalation of provenance or supply chain concerns before they discovery trend, and time to decision.become incidents.

A near-miss is “validated” only when all three of the following In practice, foresight signals typically come from multiple conditions are met.First, the issue would have caused a sources, such as upstream security advisories and vulnerability measurable downstream impact had it not been intercepted: feeds, SBOM or dependency-diff monitoring, maintainer and a release block, a security exposure, a license violation, or a project-health signals, policy and regulatory tracking, supplier regulatory finding.

Second, the interception is documented disclosures, and internal patterns.Mature foresight is therefore MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 18

with a named owner, a date, and the decision taken.Third, the it can see emerging problems soon enough to intervene before counterfactual impact is estimated with a stated assumption set those shocks mature.One measures preparedness;the other rather than asserted.Counts that fail any of the three are useful measures anticipatory detection and action.operational telemetry but should not be reported as validated If resilience is the organization’s capacity to withstand near-misses on the executive scorecard.

disruption, risk foresight is its capacity to detect disruption while it is still governable.Foresight vs.resilience The distinction between resilience and foresight is worth citing.Resilience asks whether the enterprise is structurally prepared for open source shocks.Risk foresight asks whether MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 19

DIMENSION FOUR: STRATEGIC INFLUENCE This section defines strategic influence as the long-horizon value improve the organization’s ability to adopt, shape, substitute, created when an organization moves from passive dependence or exit technologies with less lock-in and greater confidence.on open source to deliberate ecosystem engagement that 3.Institutional positioning: Participation in relevant increases agency, leverage, and technology optionality.

Because foundations, standards bodies, and working groups gives this value is often directional rather than transactional, it is the enterprise a seat where future technical and governance best evaluated through a mix of concrete engagement evidence decisions are made.(representation, alignment, and collaboration) and concise executive narrative over annual and multi-year timeframes.

The strategic cost of passive dependence is reduced agency: the organization becomes more exposed to technical and The most mature OSPOs do more than reduce risk and support governance decisions made elsewhere without sufficient compliance.They shape how the organization participates influence over the conditions that shape them.in the ecosystems it depends on.

They influence standards, contribution priorities, dependency strategy, supplier Strategic influence in practice expectations, and the internal posture toward emerging technologies.They help move the enterprise from passive In practical terms, strategic influence may include: consumption to intentional participation.

representation in relevant foundations or steering groups, contribution strategies tied to product roadmaps, better access This matters because open source is a sourcing model and to ecosystem information and collaboration channels, reduced a strategic environment in which visibility, contribution, and vendor lock-in through stronger internal capability, improved governance participation affect long-term leverage.

OSPOs employer credibility among senior engineers, and faster paths to become strategically valuable when they help their enterprise adopting technologies that mature in open ecosystems.shape the ecosystems that affects its future, not just consume them.Strategic influence also depends on internal alignment among the OSPO, product strategy, architecture, procurement, and Three strategic mechanisms executive leadership.External participation alone rarely creates durable leverage.

Strategic influence should be grounded in concrete business mechanisms rather than abstract claims of thought leadership.Why is this dimension harder to quantify?Three mechanisms are especially important.Strategic influence is usually directional rather than 1.Dependency leverage: The organization has more agency transactional.

It is better evaluated over longer horizons and when it is meaningfully engaged in the projects, communities, through mixed evidence: representation, roadmap alignment, and governance bodies behind critical dependencies rather visible ecosystem participation, dependency leverage, and than merely exposed to them.concise leadership narrative explaining why a given position 2.Technology optionality: A stronger open source posture can mattered.The right standard here is disciplined modesty.

Be MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 20

concrete about the influence that can be described.Avoid project roadmap change that served the organization’s platform inflated claims.Connect ecosystem engagement to specific interests.organizational outcomes.The reporting test is simple: if you remove the organization’s To keep this dimension evidence-based, the organization should participation entirely, would the ecosystem outcome have been apply a three-tier test before claiming influence rather than materially the same?

If yes, then you would report it as presence.participation.If the honest answer is probably not, then you would report it as influence with the specific outcome attached or described.1.Tier one is presence: the organization holds a membership, Strategic influence is the dimension most vulnerable to inflation, attends meetings, or makes occasional contributions that are and a single overclaim here damages the credibility of the entire not tied to any internal priority.scorecard.2.

Tier two is engagement: the organization has named For tier-three claims, the claim should be corroborated by at contributors actively working in the project, their work is least one of the following: a named maintainer or TSC member linked to a product or platform roadmap, and there is internal outside the organization who can confirm the contribution’s sponsorship with a defined accountability owner.significance, a documented project record (accepted proposal, 3.

Tier three is influence: the organization can point to a merged design document, published standard text) that is specific outcome where its participation changed a technical publicly verifiable, or a formal acknowledgment by the relevant decision, governance outcome, or standard that affected its foundation or working group.Internal narratives alone are downstream cost or risk.insufficient for tier-three claims and should be labeled as tier- two engagement until external evidence is available.

At least one of the following must be documentable: a design As a guardrail, it is highly recommended to avoid treating proposal that was accepted and reduced a future maintenance counts (commits, memberships, meetings attended, conference burden, a governance role that altered the conditions under presentations) as evidence of strategic influence unless you can which a critical dependency operates, standards language that also articulate the outcome pathway and why it mattered to the the organization shaped and that applies to its products, or a business.

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 21

PRINCIPLES FOR BUILDING A CREDIBLE OSPO VALUE MEASUREMENT SYSTEM Before defining metrics, organizations should agree on a few the same movement (concurrent tooling change, security- design principles.team initiative, vendor SLA shift) and state how the OSPO contribution is being isolated from those alternatives.1.Measure outcomes, not just activity: Reviews completed, training delivered, repositories scanned, and policies 6.

Avoid metrics that punish disclosure: If teams believe published may all be useful operational indicators.But they surfacing issues will worsen their performance metrics, the are not evidence of enterprise value.They should be treated system will produce blindness rather than improvement.as supporting measures rather than headline indicators.OSPO measures should reward earlier visibility, not create incentives to hide problems.2.Prefer a small number of stable indicators: A publishable scorecard should be legible.

Two to four metrics per 7.Design for maturity: Organizations should start with the dimension are usually sufficient for executive review.The goal data they can collect reliably and improve over time.A good is decision support, not metric abundance.measurement program is iterative.3.Combine quantitative and narrative evidence: OSPO 8.State the limits of the framework: This framework does value becomes clearer when indicators are paired with not claim that we can monetize all OSPO values.

It does short interpretive text.In domains such as risk foresight and not claim perfect attribution.It does not replace detailed strategic influence, narrative is not a weakness;it is part of engineering, security, or legal reporting.And it does not the evidence model.eliminate executive judgment.Its purpose is narrower and more practical: to provide a structured way of assessing how 4.Be explicit about assumptions: Where cost avoidance or open source governance affects enterprise outcomes.

avoided disruption is estimated, the assumptions should be documented.Transparent estimation builds trust;hidden 9.Protect metric continuity: Definitions should change estimation erodes it.deliberately and rarely.If a metric’s logic, denominator, or source basis changes, that change should be documented and 5.Distinguish enabled value from owned value: A credible versioned visibly.

Otherwise, the dashboard risks appearing scorecard should avoid implying that the OSPO directly to improve simply because the measurement system moved.“creates” all the value associated with open source.In most When the OSPO’s organizational scope changes materially, organizations, the OSPO enables value by improving how whether through restructuring, expansion, or merger with the enterprise governs, adopts, contributes to, and de-risks another function, the scorecard should include a versioning open source.

Measurement should reflect that enabling note explaining what changed and how much historical role.When an outcome metric improves (MTTR drops, comparability is affected.Continuity of measurement should audit prep time falls, late-stage discoveries decline), name be a design principle for organizational decisions, not only a at least one alternative cause that could have produced reporting principle.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 22

EXECUTIVE REPORTING MODEL The most effective OSPO reporting model is a balanced is coordinated cross-functional interpretation, not parallel executive scorecard delivered on a regular cadence.The narratives for different stakeholders.

scorecard should include a concise one-page summary of the • OSPO: accountable for the measurement system design, four dimensions, a small set of trend indicators for each, short cross-functional coordination, and the governance commentary explaining movement and implications, and mechanisms that enable enterprise outcomes.selected case notes where a near-miss or intervention materially clarifies the numbers.

• Legal: accountable for legal interpretation and legal risk acceptance decisions (for example, licensing positions and For executive usefulness, each indicator should be paired with exceptions), with the OSPO providing standard paths and a simple decision loop: what the metric means, what actions are intake discipline.available if it improves or deteriorates, who owns the action, and • Security: accountable for security risk posture and what time horizon is expected for effect.

This approach keeps vulnerability response, with the OSPO enabling dependency the scorecard from becoming descriptive reporting and turns it transparency, upstream awareness, and consistent supply into a governance instrument.chain governance interfaces.

Audience-specific tailoring • Engineering, product, and architecture: accountable for implementation choices (patch, replace, fork, contribute) Different executive audiences need different emphases even and operational execution, with the OSPO enabling coherent when the underlying data is the same.options, escalation routes, and reusable artifacts.

• CFO / COO: cost avoidance, cycle-time improvement, • Procurement and suppliers: accountable for commercial reduction of external spend, and release economics terms and supplier compliance where applicable, with the • CTO / Engineering Leadership: dependency transparency, OSPO helping define open source requirements and evidence release readiness, contribution leverage, and operational expectations.

continuity Sample scorecard • CISO / Risk Leadership: pre-release issue discovery, time to awareness, control coverage, and governance quality Table 2 below presents a sample OSPO quarterly scorecard populated with illustrative values.Status thresholds are at the • CEO / Strategy / Board: ecosystem leverage, regulatory dimension level.All values are illustrative.

Organizations should readiness, strategic contribution alignment, and long-term calibrate targets to their size, industry, and OSPO maturity stage capability building before adopting this format.They also should establish baseline values and set targets at the start of the measurement year Audience-specific tailoring should change emphasis, not the rather than adopting the illustrative figures here.underlying truth conditions of the scorecard;

the objective MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 23

There are two details in the table worth flagging. SBOM coverage them into a single metric obscures which problem needs fixing. and SBOM freshness appear as separate rows because they Similarly, the validated near-miss count looks low at three. That measure different things: an organization can have SBOMs for is intentional. Only near-misses meeting all three conditions are nearly all production dependencies while still letting most of counted; inflating the number by including informal reports that them go stale. Both matter for EU CRA readiness, and collapsing don’t meet the threshold defeats the purpose of the metric. TABLE 2 SAMPLE OSPO SCORECARD

Engineering

Platforms

ROI & Cost Avoidance

Approved component

adoption rate SBOM coverage

(production deps) SBOM freshness

(updated <90 days) Resilience Mean time to patch

critical CVEs Critical single- ►

maintainer deps MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 24

Validated near-

misses (quarter) CVEs identified

pre-disclosure Risk Foresight

coverage (teams) CRA readiness score ▲

(self-assessed) Tier-1 presence

(strategic projects)

Strategic Influence Tier-3 external

corroboration events

▲ Increasing ► Flat ▼ Decreasing The score in this row is self-assessed and should This is a count metric and is reported as context, be read as a preparedness indicator, not as not as evidence of strategic influence. Influence █ performance at or above target audit-grade evidence. When an external rubric claims should reference the Tier-2 and Tier-3 rows. █ performance within 20% of target becomes available (for example, future OpenChain guidance), align this score to that rubric and █ performance more than 20% below target remove “self-assessed” from the row. or no meaningful progress over the quarter MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 25

MEASUREMENTS EVOLVE AS THE OSPO EVOLVES Organizations should not attempt an advanced scorecard before different reporting objective and a different risk of overreach

generally progresses across four stages, and each stage has a TABLE 3 EVOLUTION OF MEASUREMENTS AS OSPOS EVOLVE

Avoid demanding fully The OSPO is building formed ROI proof

before the OSPO

function has stable and basic education processes or data Data ownership The OSPO can now report

and basic risk indicators� improved reporting� The OSPO begins connecting Avoid confusing its work to product roadmaps, OSPO Stage 3: Reporting is more Business ecosystem activity dependency criticality,

contribution priorities, and influence resilience outcomes� The OSPO operates as a Reporting recognized enterprise capability OSPO Stage 4: integrates financial, Enterprise Avoid rhetoric that

ecosystem position, governance strategic lenses� posture, and strategic foresight� MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 26

This model describes measurement maturity, which does not its measurement infrastructure remains at Stage 1 because always track governance maturity at the same pace or in the it has not invested in data collection, reporting discipline, or same order.An organization can have sophisticated open source cross-functional instrumentation.

The reverse is also possible: a governance, well-designed policies and processes, consistent modest OSPO with a well-instrumented dashboard can appear contribution practices, and strong upstream relationships, while more mature than it is because the numbers are clean.FIGURE 2 CORE MEASUREMENTS PER OSPO STAGE Leaders should therefore use the model diagnostically across two axes.The first is governance capability: how mature are the underlying practices?

The second is measurement capability: how reliably can the organization observe and report those practices?Mismatches between the two are common and worth naming explicitly, because the remediation strategies are different.In practice, maturity is not always uniform across all dimensions of the framework.An organization may be relatively advanced in compliance visibility and resilience indicators while remaining early-stage in strategic influence or foresight reporting.

The purpose of the model is, therefore, diagnostic rather than strictly sequential.The goal is not to rush to Stage 4.It is to build a reporting model that reflects actual organizational maturity rather than aspirational language.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 27

PRACTICAL ROADMAP FOR IMPLEMENTATION A practical implementation sequence is straightforward 4.Pilot the dashboard for one or two quarters: Treat the (see Figure 3): initial reporting period as calibration.Use it to identify weak definitions, poor data quality, or metrics that create unhelpful 1.Align with the executive leadership: Before selecting incentives.metrics, it is important to have an understanding of the type of insights the leadership is looking for and engage with them 5.

Add narrative case notes: During the pilot, treat any on the metrics you plan on adopting leading to the desired sustained metric movement as a prompt for action, not just insights.This process is typically an interactive one with an interpretation.If a measure deteriorates for two periods, ongoing feedback loop.require an owner, a root-cause analysis, and a dated corrective action.If a measure improves, capture what 2.Select two to three metrics per dimension: Start small.changed so the organization can repeat it.

Especially for Choose indicators that are material, understandable, stable, foresight and strategic influence, a short case note often and collectible.communicates more value than another numeric field.3.Define ownership and calculation rules: Every metric 6.Review the system annually: As the OSPO matures, the should have an owner, a calculation note, a cadence, a scorecard should evolve.

Updates include retiring measures documented caveat, and an identified source system or that no longer matter, and adding measures that better source workflow.Where manual collection or judgment reflect current executive concerns.is involved, that should be made visible so that leaders understand the confidence and limitations of the measure.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 28

FIGURE 3 STEPS TO FOLLOW WHEN IMPLEMENTING THE OSPO VALUE FRAMEWORK In a focused implementation with executive sponsorship and dimensional) typically takes longer and depends on cross- an OSPO team of three or more people, Steps 1 through 3 can functional data instrumentation.In larger organizations with typically be completed in four to six weeks in organizations fragmented data ownership, double the timeline.These figures with prior cross-functional governance alignment.

Where reflect the author’s experience advising organizations through those working relationships are still forming, add four to eight this work, not benchmark data from a published study.The most weeks for the stakeholder alignment in Step 3, which is usually common failure mode is not technical difficulty;it is waiting the critical path.The first pilot quarter (Step 4) requires three for perfect data before publishing anything.Publish a clearly months by definition.Steps 5 and 6 are ongoing.

A credible labeled first-draft scorecard at the end of the pilot quarter, even first executive scorecard, at Stage 1 to Stage 2 maturity, if several metrics carry explicit uncertainty ranges.An imperfect should therefore be achievable within five to seven months of dashboard that ships builds more organizational credibility than starting.Reaching Stage 3 reporting (outcome-focused, multi- a perfect one that does not.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 29

CONCLUSION: REFRAMING THE OSPO NARRATIVE Three years after implementing the framework in this report, What becomes possible with this infrastructure is a feedback two types of organizations emerge.The first organization loop between measurement and decision-making that most can walk a board through a populated scorecard, link a organizations currently lack.

When the scorecard is live, the compliance near-miss to a structural change, and quantify what OSPO can trace a procurement decision to an upstream upstream influence saved them in avoided rework.The second relationship, a staffing argument to a resilience gap, a organization is still relying on activity counts and hoping that the compliance investment to a quantified risk reduction.That is headcount justifies itself.

The difference is whether the OSPO a different conversation than the one most OSPO leaders are built measurement infrastructure before it needed to defend having today.itself.The proposed OSPO value framework is intended as a baseline The four dimensions in this framework are not independent.For reference.

Organizations vary significantly in their strategic example, ROI without resilience produces an organization that priorities, operating models, and maturity in open source looks efficient until a critical dependency goes unmaintained.engagement.As such, this framework should be used as a Resilience without risk foresight produces one who responds foundation to inform the design of a tailored OSPO value well but never anticipates.Risk foresight without strategic dashboard.

influence produces an organization who sees threats coming but lacks the ecosystem standing to do anything about them Practitioners are encouraged to adopt, adapt, and extend these upstream.metrics and dimensions based on what is most relevant to their context.In practice, effective OSPO value measurement emerges The framework’s contribution is in the distinctions it draws.

through iteration: refining indicators over time to better reflect Resilience and risk foresight are not the same thing, and organizational goals, stakeholder expectations, and evolving conflating them produces metrics that look similar but measure open source strategies.Organizations that apply this framework entirely different organizational capabilities.

The near-miss can build a value measurement approach faster than building standard exists precisely because lagging indicators (actual from scratch, and the result will be more meaningful and incidents, disclosed vulnerabilities, failed audits) arrive too actionable.late to change the behavior that caused them.The tier-three influence test exists because self-assessment at the ecosystem Organizations that build this framework now will be better level is not credible.

positioned to measure OSPO value and make faster decisions with fewer organizational barriers around open source.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 30

APPENDIX A.OSPO METRIC CATALOG The following catalog provides sample metric definitions suitable count, percentage, ratio, or trend) so that interpretation remains for a quarterly executive scorecard.These are starting points consistent over time.

Where relevant, metrics should also rather than universal prescriptions and should be adapted to the state scope explicitly (for example, limited to the most critical organization’s governance model, product portfolio, and data products or release trains) so that improved scores cannot be availability.achieved by measuring only the easiest parts of the portfolio.

The following measures may be operationally useful but should A.1 Metric design notes not serve as primary evidence of enterprise value on their own: Each metric below includes: • Number of tickets handled • Definition: what is being measured • Number of trainings delivered • Primary audience: who uses it most directly • Number of policies published • Cadence: how often it should be reviewed • Number of contribution requests processed • Caveats: where interpretation can go wrong • Number of repositories scanned • Suggested owner: who should maintain and track the These measures can help explain workload or process maturity, measure but none is sufficient as a headline measure of enterprise value.

In addition, each metric should specify its baseline, denominator where relevant, and preferred presentation format (for example, MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 31

A.2 ROI and cost avoidance metrics TABLE 4 METRICS FOR ROI AND COST AVOIDANCE

Avoid hypothetical OSPO Estimated Estimated annualized cost of commercial replacements with no commercial tools, platforms, or components that Quarterly realistic procurement path� + CFO, CTO

Finance business value open source assets were unavailable� Document assumptions partner and confidence level� Estimated spend avoided through External standardized internal handling of Distinguish between OSPO

recurring open source review classes Quarterly avoided external spend +

avoided that would otherwise require outside and deferred work� Legal operations counsel or ad hoc expert review� OSPO Number of releases in which early

source issue before it created a formal

release gate or launch delay� management Compliance Median time to complete common Engineering Reduced cycle time should

cycle-time open source intake or review workflows leadership, not come at the expense quarterly

MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 32

A.3 Resilience metrics TABLE 5 RESILIENCY METRICS

Report coverage scope explicitly: OSPO critical production systems

different numbers from the

OSPO +

chain governance team

Median elapsed time between external

relevant upstream issue and organizational

OSPO Standard Percentage of releases using standardized Legal, Should be paired with quality + artifact compliance artifacts, notices, or Engineering Quarterly checks rather than treated as coverage approved generation paths� operations a pure automation metric� Release engineering MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 33

Assessments should carry a review date and be Percentage of AI coding tools approved for revisited as tool versions organizational use that have documented

OSPO

outcomes separately from

A�4, which measures the policy environment restrictions, or rejection, so around the code AI tools produce� that coverage does not obscure governance decisions� MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 34

A.4 Risk foresight metrics TABLE 6 RISK FORESIGHT METRICS

leads

OSPO discovery after formal release gate entry or Quarterly Late stage must be defined consistently� Risk

A low rate in a stable regulatory and This metric measures the OSPO’s ecosystem environment may be appropriate� A low rate during a period of significant responsiveness to external regulatory change (such as the CRA

implementation period through 2027) or

sign of insufficient external monitoring�

clarifications issued in response to Interpret this metric in relation to the changing regulatory, ecosystem, external event context, not as an absolute or governance conditions� score� Each advisory issued should reference the specific trigger that prompted it� MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 35

between issue identification and Engineering Complex issues may appropriately OSPO

a formal decision on next action leadership, take longer; trend matters Operations

(approve, mitigate, replace, escalate, Legal, Security more than isolated values� Lead to decision fork, contribute, or reject)� Percentage of engineering teams Policy existence does not equal

enforcement; pair with a sampled review

+

tools and the review of AI-generated

must be defined and agreed upon

The definition should remain

stable across reporting periods� status of the tools themselves� MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 36

A.5 Strategic influence metrics TABLE 7 METRICS FOR STRATEGIC INFLUENCE Metric Definition Audience Cadence Caveats Owner OSPO Strategic Percentage of material outbound contributions Requires a simple + CTO, Product Quarterly contribution or engagement efforts explicitly linked to rubric for what strategy, CEO or annual Product or alignment product, platform, or roadmap priorities� counts as aligned� Architecture leadership Presence is not Number or percentage of priority Ecosystem the same as ecosystems in which the organization CTO, Strategy Head of OSPO or representation Annual influence;

pair has formal representation, maintained leadership Standards lead coverage with narrative engagement, or designated sponsorship� on significance� Share of critical open source projects for which the organization meets at least one of the following qualifying conditions: The denominator • At least one employee holds a maintainer, (business-critical committer, or TSC role and has made substantive open source technical contributions in the past six months;

projects) must • The organization has sponsored a working be defined and group or foundation program directly tied to the agreed upon OSPO project’s governance and has a named internal with architecture CTO, Dependency owner accountable for that relationship;

Strategy, Risk Annual leadership before + influence ratio • The organization has had a technical contribution leadership the metric is Architecture or accepted that reduced a measurable downstream first published� Ecosystem Lead maintenance or security burden, with documentation of that outcome (or third-party The definition corroboration from a maintainer or foundation should be if internal documentation is not yet established, reviewed to avoid penalizing organizations that contribute annually� substantively but document inconsistently)� Passive membership, conference sponsorship, and attendance without contribution do not qualify� MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 37

RESOURCES • Linux Foundation Research and TODO Group.The 2025 State • GitHub.Octoverse 2024.November 2024.of OSPOs and Open Source Management.2025.• Sonatype.10th Annual State of the Software Supply Chain • Linux Foundation Research and TODO Group.The 2024 State Report.October 2024.of OSPOs and Open Source Management.2024.• Synopsys.2024 Open Source Security and Risk Analysis • Linux Foundation Research and TODO Group.The 2023 State Report.February 2024.of OSPOs and OSS Initiatives.2023.• Black Duck Software.

2025 Open Source Security and Risk • Hoffmann, M., Nagle, F., and Zhou, Y.The Value of Open Analysis Report.February 2025.Source Software.Harvard Business School Working Paper • McKinsey & Company.Open Source in the Age of AI.2024.24-038, January 2024.• CHAOSS Project.Community Health Analytics in Open • Nagle, F., Powell, K., Zitomer, R., and Wheeler, D.A.Census III Source Software.of Free and Open Source Software: Application Libraries.Linux Foundation, OpenSSF, and Laboratory for Innovation • CHAOSS Project.

CHAOSS Practitioner Guide: Assessing Science at Harvard, December 2024.Viability.• Linux Foundation and TODO Group.The Lifecycle of an • Basili, V.R., Caldiera, G., and Rombach, H.D.The Goal Open Source Program Office: From Inception to Strategic Question Metric Approach.In Encyclopedia of Software Pivoting.2005 Engineering, John Wiley and Sons, 1994.• Linux Foundation.Measuring the Economic Value of Open • ISO/IEC 5230:2020.Information technology, OpenChain Source.2023.Specification.

International Organization for Standardization, 2020.(See also the OpenChain adoption • Linux Foundation.The Evolution of the Open Source checklist.) Program Office (OSPO).2023.• European Union.Regulation (EU) 2024/2847 of the • Linux Foundation Research and OpenSSF.Addressing European Parliament and of the Council of 23 October Cybersecurity Challenges in Open Source Software.June 2024 on horizontal cybersecurity requirements for 2022.products with digital elements (Cyber Resilience Act).

• Linux Foundation and CNCF.2024 Cloud Native Security Official Journal of the European Union, 20 November 2024.Report.September 2024.Entered into force 10 December 2024.• GitHub, Linux Foundation, and Harvard Laboratory for Innovation Science.2024 Open Source Software Funding Report.December 2024.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 38

FEEDBACK Despite careful reviews, typographical errors or inaccuracies may remain.If you identify an error or have a suggested correction or improvement to the framework, please contact the author directly.ACKNOWLEDGMENTS The author thanks Hilary Carter and Anna Hermansen of LF Research, Ana Jiménez Santamaría (Open Source Project Manager, Linux Foundation), and Dawn Foster (Open Source Strategy Consultant) for their review and valuable input on this report.

The author also recognizes the TODO Group for its foundational work and continued leadership in advancing the OSPO field.DISCLAIMER The views expressed in this report are those of the author alone.They do not reflect the views of any organization or employer with which the author is currently or has previously been affiliated.MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 39

ABOUT THE AUTHOR Ibrahim Haddad, Ph.D., is Head of Infotainment Engineering at Volvo Cars, where he leads engineering for the company’s next-generation in-vehicle infotainment software.Prior to Volvo Cars, he served as Vice President of AI Strategic Programs at the Linux Foundation, leading LF AI & Data, and concurrently as Founding Executive Director of the PyTorch Foundation.

He scaled LF AI & Data from 9 to 77 member organizations across 70 projects, building the neutral institution where developers and organizations could code, govern, and scale open source AI work.He co-created the Model Openness Framework, the reference standard for AI model openness, and launched the Generative AI Commons dedicated to fostering the democratization, advancement and adoption of efficient, secure, reliable, and ethical Generative AI open source innovations.

Earlier at Samsung Research, he served as VP of R&D, and founded the Open Source Group and scaled it to 100+ engineers.He also co-founded the Open Connectivity Foundation and served as its elected Vice President.His broader career spans Ericsson Research, Motorola, Palm, Hewlett-Packard, and the Linux Foundation, with experience scaling engineering organizations, leading small focused teams, and serving as an individual contributor inside highly matrixed environments.

He has championed open source development driven by the belief that collaborative development is a faster, better, and cheaper path to innovation.He is a recognized expert in the field of open source license compliance, with extensive experience designing, founding and operating enterprise compliance programs.He is also a long-standing advocate for OSPOs as the structural backbone organizations need for serious external R&D engagement.

He is a prolific author of 7 books, 18 e-books, and 150+ technical reports on open source strategy, AI governance, and engineering leadership.Haddad earned a Ph.D.with honors in Computer Science from Concordia University where he was awarded both the J.W.McConnell Memorial Graduate Fellowship and the Concordia University 25th Anniversary Fellowship for academic excellence.

LinkedIn: https://www.linkedin.com/in/ibrahimhaddad/ Website: https://ibrahimatlinux.com/ MEASURING OSPO VALUE: A FRAMEWORK FOR ROI, RESILIENCE, RISK FORESIGHT, AND STRATEGIC INFLUENCE 40

x.com/linuxfoundation facebook.com/TheLinuxFoundation Founded in 2021, Linux Foundation Research explores the growing scale of open source collaboration, providing insight into emerging technology trends, best practices, and the linkedin.com/company/the-linux-foundation global impact of open source projects.

Through leveraging project databases and networks, and a commitment to best practices in quantitative and qualitative methodologies, Linux youtube.com/user/TheLinuxFoundation Foundation Research is creating the go-to library for open source insights for the benefit of organizations the world over.github.com/LF-Engineering Copyright © 2026 The Linux Foundation This report is licensed under the Creative Commons Attribution-NoDerivatives 4.0 International Public License.

To reference this work, please cite as follows: Ibrahim Haddad, “Measuring OSPO Value: A Framework for ROI, Resilience, Risk Foresight, and Strategic Influence”, foreword by Ana Jiménez Santamaría, Linux Foundation, June 2026.