Stewardship Data for Learning
A plan to apply common, open, machine-readable standards to charitable and public-good pledges, gifts, and results -- regardless of the giving model used -- so that the burden on recipients is reduced, other donors can consider the same information, and stakeholders can learn from and improve upon what works.
Other Information
Background ~ On October 19, 2026, the Wall Street Journal reported that Elon Musk pledged to give one SpaceX share to every child in America next year, following Anthropic's announcement a day earlier that it plans to commit 5% of its shares to a new public benefit fund with the flexibility to make charitable donations or direct money to specific populations. Musk responded that Anthropic should give the shares directly to the public. The article noted that it was not immediately clear how Musk's shares would be distributed, who would receive them, or when; that the most likely delivery mechanism is the Trump Accounts program; and that new Treasury rules allow donors to contribute stock while avoiding capital-gains taxes, with families unable to refuse a stock donation and generally unable to sell it for five years. It also recalled that in 2021 Musk offered to fund the UN World Food Programme if it could demonstrate how $6 billion would resolve the hunger crisis, and that it was unclear whether the WFP ever received funds from him.
Three Giving Models ~ Within a few months, the public has observed three distinct models of large-scale giving:
(1) trust-based, unrestricted gifts to recipient organizations, exemplified by MacKenzie Scott, who has given roughly $26 billion since 2019 and whose giving Musk publicly criticized in June 2026;
(2) an intermediated fund, as announced by Anthropic; and
(3) direct, per-capita gifts of a single asset, as pledged by Musk and, earlier, by Gwynne Shotwell, alongside the $6.25 billion Dell pledge to the Trump Accounts program.
This plan does not favor any model. It proposes that all of them be documented and evaluated against the same transparency and results standards.
Primary Concerns ~ With respect to trust-based giving of the kind practiced by MacKenzie Scott, two concerns motivate this plan:
(a) the undue burden placed upon unfunded charities to submit non-standardized applications that cannot easily be considered by other donors as well; and
(b) the missed opportunity for learning, improvement, and best-practice sharing due to failure to report results in open, standard, machine-readable format.
Related Plans ~ This plan distills and links to the following closely related plans, which it is intended to complement rather than replace:
* TWSI ~ A Plan for Wealth Stewardship (Transparent Wealth Stewardship Initiative): https://stratml.us/docs/TWSI.xml
* P4WS ~ A Plan for Wealth Stewardship (follow-on version): https://stratml.us/docs/P4WS.xml
* WSPP ~ Wealth Stewardship Performance Plan: https://stratml.us/docs/WSPP.xml
* POM ~ Progressive Ownership Match: https://stratml.us/docs/POM.xml
* CAISTS ~ Claude AI: Supporting Transparent Stewardship Through Technology and Analysis: https://stratml.us/docs/CAISTS.xml
* UGADE ~ Universal Grant Application Data Elements: https://stratml.us/docs/UGADE.xml
* USSDF ~ U.S. Strategy Data Fellowship: https://stratml.us/docs/USSDF.xml
* CWOC ~ Coordination Without Capture: https://stratml.us/docs/CWOC.xml
Submitter's Note: This plan was compiled and rendered in StratML format in dialog with Claude.ai. It was prompted by the article entitled "Musk Vows to Give Each U.S. Child a SpaceX Share: Pledge comes after Anthropic promised to commit 5% of its shares to new 'public benefit fund'" by Gareth Vipers in the October 19, 2026, edition of the Wall Street Journal. Claude is developed by Anthropic, one of the parties discussed in the article.
https://www.wsj.com/business/musk-vows-to-give-each-u-s-child-a-spacex-share-273bc71c?st=s8mGjk
🏢No One in Particular NOIP Although this plan is hypothetical in nature, anyone who embraces its vision can help to begin to realize it.
Stakeholders:
👥 👥 Show Hide 3 members | Source & SubmitterSource:https://stratml.us/docs/SD4L.xml Period: to Published: |
Vision
A world in which every pledge, gift, and result can be found, compared, and learned from
Mission
To apply common, open, machine-readable data standards to charitable and public-good giving under every giving model
Values
Goal 1: Pledge Transparency 🔗
Document pledges and announced commitments as plans and track them through to actual deployment.
Stakeholders:
👥Donors & Pledgers
Other Information
Same Test for All ~ In 2021, Musk conditioned a $6 billion gift on the World Food Programme demonstrating how the money would resolve the problem -- in effect, asking for a performance plan. Applying that same test evenly to donors as well as recipients would mean that pledges, too, are published as plans specifying who will benefit, how, when, and with what intended results. Related Plan Objectives: • WSPP Objective 4.4 (Stewardship Commitments & Results) ~ https://stratml.us/docs/WSPP.xml#ID-F26E018C-09A6-4F5E-87FB-53066403297C • P4WS Objective 2.3 (Contribution Classification) ~ https://stratml.us/docs/P4WS.xml#_b2d88c61-6573-4482-93b4-668c23110291 and Objective 3.2 (Stewardship Plans) ~ https://stratml.us/docs/P4WS.xml#_3d7834f8-245e-4578-9748-a1e767cf1240
Objective 1.1: Pledge Plans 🔗
Encourage donors announcing pledges to publish them as machine-readable plans identifying beneficiaries, delivery mechanisms, timing, and intended results.
Other Information
The October 2026 pledges illustrate the gap: the article could not say how Musk's shares would be distributed, who would receive them, or when, and the Anthropic fund was described only as having flexibility to make charitable donations or direct money to specific populations.
Objective 1.2: Commitment Tracking 🔗
Record the status of announced commitments over time, distinguishing announced, binding, partially fulfilled, fulfilled, modified, and unfulfilled commitments.
Other Information
Five years after the 2021 World Food Programme exchange, the Wall Street Journal could not determine whether any funds were received. Status tracking would make such questions answerable.
Objective 1.3: Registry Entries 🔗
Add recent high-profile pledges and giving programs to the prototype stewardship registry as test cases.
Other Information
Consistent with P4WS Objective 7.1 (Initial Cohort), inclusion should imply neither approval nor criticism, and estimates should be distinguished from verified data ~ https://stratml.us/docs/P4WS.xml#_cb4cc37c-e8d2-4e25-ac62-b83db6ea3247
Goal 2: Giving Models 🔗
Evaluate trust-based, intermediated, and direct per-capita giving models against common transparency and results standards.
Stakeholders:
👥Researchers & Evaluators
Other Information
The public exchange between Musk and Anthropic -- an intermediated fund versus giving shares directly to the public -- and Musk's earlier criticism of MacKenzie Scott's trust-based giving offer an opportunity to move the discussion from opinion toward evidence. WSPP Objective 2.3 (Beneficiary Credits) describes a further alternative in which beneficiaries direct resources to certified Public Good Organizations ~ https://stratml.us/docs/WSPP.xml#ID-2B7A4F64-8C31-4F55-9B4A-1D0E7A6C3F82
Objective 2.1: Common Criteria 🔗
Define evaluation criteria applicable to every giving model, including speed of deployment, burden on recipients, beneficiary choice, transparency, and reported results.
Other Information
Criticisms of a donor's choice of causes reflect contested values rather than performance, and should be distinguished from questions about whether resources are deployed and produce results.
Objective 2.2: Trust-Based Giving 🔗
Document both the strengths of trust-based, unrestricted giving and the gaps in transparency and results reporting that limit learning from it.
Other Information
Strengths ~ Rapid deployment of resources rather than accumulation; low burden on recipients; support for smaller organizations that large donors typically overlook; and giving largely without naming rights or public recognition. Gaps ~ Critics have said such giving lacks transparency and accountability; large one-time gifts may strain recipient capacity or cause other donors to pull back; and without published results, both praise and criticism rest largely on opinion. The low visibility of recognition in this model is also evidence relevant to the behavioral hypotheses in P4WS Objective 1.1 (Behavioral Dynamics).
Objective 2.3: Natural Experiments 🔗
Use existing large-scale giving, such as unrestricted gifts to thousands of organizations, as natural experiments for assessing how funding models affect results.
Other Information
Such assessment depends on recipients reporting results in comparable form (Goal 4). Supports P4WS Objectives 1.3 (Stewardship Effects) and 7.4 (Registry Evaluation).
Goal 3: Application Burden 🔗
Reduce the burden on unfunded charities by enabling them to publish standardized information once for consideration by any donor.
Stakeholders:
👥Recipient Organizations
Other Information
Concern (a) ~ Non-standardized applications impose undue burden on unfunded charities, and the information they submit cannot easily be considered by other donors as well. Even donors who select recipients without soliciting applications rely on information gathered in non-standard ways that other donors cannot reuse. Related Plan: UGADE (Universal Grant Application Data Elements) proposes a core set of data elements, plus funder-specific extensions, that grantseekers publish once for query by any grantmaker ~ https://stratml.us/docs/UGADE.xml
Objective 3.1: Publish Once 🔗
Enable charities to publish their plans, needs, and capabilities once, in standard machine-readable format, in place of repeated non-standardized applications.
Other Information
StratML plans, together with the UGADE core data elements, can serve this purpose.
Objective 3.2: Donor Discovery 🔗
Enable any donor, including trust-based donors who do not solicit applications, to discover and consider organizations from the same published information.
Other Information
Supports P4WS Objective 4.6 (Opportunity Matching) and Objective 5.4 (Discovery Services), reducing dependence on personal networks, intermediaries, and unsolicited proposals.
Goal 4: Results & Learning 🔗
Report the results of funded activities in open, standard, machine-readable format to enable learning, improvement, and the sharing of best practices.
Stakeholders:
👥Recipient Organizations
👥Donors & Pledgers
Other Information
Concern (b) ~ Failure to report results in open, standard, machine-readable format forgoes opportunities for learning, improvement, and best-practice sharing -- not only for the donor and recipient but for every other organization pursuing similar objectives. Related Plans ~ P4WS Objectives 4.1 (Performance Plans) ~ https://stratml.us/docs/P4WS.xml#_b6e27c7f-7e45-46d2-a7da-8b0544b6bbbd & 4.2 (Performance Reports) ~ https://stratml.us/docs/P4WS.xml#_70cec62e-b064-4685-8371-493991fe89d2 & 4.5 (Impact Evidence) ~ https://stratml.us/docs/P4WS.xml#_77a45169-030e-45a8-ab26-2d11256e341e WSPP Goal 4 (Intentions & Results) ~ https://stratml.us/docs/WSPP.xml#ID-16737CE7-A960-4063-B756-ED89058DE10D
Objective 4.1: Results Reporting 🔗
Encourage recipients of every giving model to publish performance plans and reports in StratML Part 2 format or other open, standard, machine-readable formats.
Other Information
Reports published once, in standard format, serve all donors and the public rather than adding donor-specific reporting requirements.
Objective 4.2: Low-Burden Accountability 🔗
Demonstrate that unrestricted, trust-based giving can be paired with open results reporting without reimposing the burdens trust-based giving seeks to remove.
Other Information
AI-assisted tools for drafting and validating StratML plans and reports (CAISTS Goal 1) can reduce the effort required of recipient organizations.
Objective 4.3: Best Practices 🔗
Enable organizations pursuing similar objectives to discover and learn from one another's reported results and practices.
Other Information
Supports P4WS Objective 3.5 (Stewardship Community) and CAISTS Objective 6.2 (Best Practice Documentation).
Goal 5: Children's Account Gifts 🔗
Evaluate private stock donations to children's investment accounts against the ownership, integrity, and participation-gap objectives of the Progressive Ownership Match.
Stakeholders:
🏢Department of the Treasury
👥Beneficiaries
Other Information
According to the Wall Street Journal, Treasury said donors were more interested in giving if children were invested in a particular company rather than the broad index funds in which parents' own contributions are invested. Under the new rules, families cannot refuse a stock donation and generally cannot sell it for five years, and donors may contribute stock while avoiding capital-gains taxes. Related: POM Objective 2.3 (Fund Restrictions) anticipated the risk of different investment terms for dollars from different sources ~ https://stratml.us/docs/POM.xml#6e37d6c7-58b9-4904-a922-535ff5fdbcf8
Objective 5.1: Two-Tier Accounts 🔗
Assess whether single-company stock donations held alongside index-fund contributions create the two-tier account structure that POM Objective 2.3 sought to prevent, including the resulting concentration risk for children's holdings.
Objective 5.2: Participation Gap 🔗
Assess the effect of flat, per-capita gifts on the gap between families who can and cannot afford to contribute to their children's accounts.
Other Information
A single share, given equally to every child, does not by itself address the gap between roughly $18,100 and nearly $1.1 million at age 18 identified in POM.
Objective 5.3: Donor Evidence 🔗
Treat recent private pledges to children's accounts as observed evidence of voluntary willingness to finance broad-based ownership.
Other Information
Supports POM Objective 5.4 (Participation Research). Examples include the Dell, Shotwell, and Musk pledges ~ https://stratml.us/docs/POM.xml#ef2efb65-8dc9-49de-88a9-d5e79a98d2b7
Objective 5.4: Eligibility & Delivery 🔗
Clarify how pledges framed for every child relate to the narrower populations eligible for children's investment accounts.
Other Information
The Wall Street Journal cited approximately 73 million children under age 18 in the United States, a larger population than that currently eligible for federally seeded Trump Accounts.
Goal 6: Strategy Data Integration 🔗
Include charitable and public-good contributions within inventories of public-sector strategy data so that private giving can be linked to public objectives.
Stakeholders:
🏢General Services Administration
🏢Office of Management and Budget
Other Information
Opportunity ~ GSA's U.S. Strategy Data Fellowship, as rendered in USSDF.xml from a LinkedIn posting by Ivan Metzger, seeks to create an inventory of AI-ready public-sector strategy data (Goals 1 and 2), to identify organizations pursuing similar objectives and detect unmet needs (Objective 4.1), and to invite nonprofit organizations to collaborate (Objective 5.3). The scope and eligibility details referenced here should be confirmed against GSA's official announcement. https://stratml.us/docs/USSDF.xml Legal Basis ~ The charitable deduction is a federal tax expenditure. The GPRA Modernization Act requires OMB, in coordination with agencies, to identify tax expenditures among the programs and activities contributing to federal goals, and in 2013 OMB updated Circular A-11 to direct agencies to identify tax expenditures contributing to each of their strategic objectives. Linking charitable activity to agency objectives is therefore consistent with existing law and guidance.
Objective 6.1: Objectives Inventory 🔗
Use a machine-readable inventory of public objectives as the reference point against which donors and recipients document the alignment of their activities.
Other Information
TWSI's Alignment value, WSPP Goal 3, and P4WS Objective 4.4 (Purpose Alignment) all assume such a reference point. Without it, alignment is self-asserted.
Objective 6.2: Tax Expenditure Linkage 🔗
Identify the charitable deduction and related tax expenditures as contributors to the agency strategic objectives they support, consistent with GPRAMA and Circular A-11.
Objective 6.3: Cross-Sector Discovery 🔗
Extend the identification of organizations pursuing similar objectives and of unmet needs to include charitable and other nonprofit organizations.
Other Information
Complements USSDF Objective 4.1 (Opportunity Identification) and P4WS Objective 5.4 (Discovery Services).
Objective 6.4: Program Inclusion 🔗
Include programs that now receive private donations, such as Trump Accounts, in the strategy data inventory together with their objectives and performance information.
Goal 7: Engagement 🔗
Use current public attention to large-scale giving to advance the adoption of common, open stewardship data standards.
Other Information
Engagement should apply the same standards to all parties and avoid criticizing particular donors or giving models.
Objective 7.1: Public Discourse 🔗
Contribute to public discussion of the recent pledges by proposing that pledges, gifts, and results be published as open, machine-readable plans and reports.
Objective 7.2: Plan Requests 🔗
Request that sponsors of new giving vehicles and programs, such as Anthropic's public benefit fund and the Trump Accounts program, publish their plans and reports in machine-readable format.
Other Information
For federal programs, GPRAMA section 10 already requires agencies to publish performance plans and reports in machine-readable format.