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SOPACT ACADEMY · AI SKILLS

How Do You Estimate Deadweight and Attribution?

Point Sopact Sense at your dataset and it estimates the deadweight and attribution behind each outcome — as a percentage with its basis and confidence — so the adjustments everyone fudges are evidenced, not guessed.

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Sopact Academy · Course review

Academy / Case intelligence / Deep dive

Practical Academy guide

How Do You Estimate Deadweight and Attribution?

Before assigning monetary value to an outcome, ask how much of the observed change your activity can reasonably claim. Deadweight considers what would have happened without it. Attribution considers contributions from others. Displacement considers whether a gain came at someone else’s expense. These are separate questions; none becomes settled simply because a form contains a percentage.

Additional course links

This optional lesson is for people preparing an SROI analysis who already have a defined outcome and supporting evidence. You will build an adjustment register: one row per outcome, with the estimate, source, reasoning, uncertainty and reviewer. You can complete the exercise in a spreadsheet before configuring any software.

Start with the claim, population and period

Write the outcome precisely before estimating an adjustment. “Participants improved” is too broad. “Twenty participants reported sustained employment at the six-month follow-up” gives you a population and observation point, but still leaves questions about the definition of sustained employment, response coverage and other support received.

Keep the observed result separate from the explanation for it. An outcome record shows what was observed or reported. An adjustment is an analytical judgment about the claim you can make from that evidence. Preserve both so another reviewer can challenge the judgment without losing the original observation.

Keep three questions separate

AdjustmentQuestion to investigateA limitation to record
DeadweightWhat change would likely have occurred without this activity?A participant’s expectation is a perspective, not an observed counterfactual.
AttributionWho or what else contributed to the outcome?Naming another service does not establish its percentage contribution.
DisplacementDid this gain reduce an outcome elsewhere?A participant may not know what happened to people outside the program.

Social Value International’s guidance on avoiding overclaiming addresses the need to consider what would have changed anyway and the contribution of others. The practical task is to document the basis for these judgments, not to select reassuring labels.

Collect evidence that can answer the question

For deadweight, review whether you have a credible comparison, relevant external evidence or stakeholder accounts about likely alternatives. Check whether the population, period and circumstances are comparable. A published rate from a different setting may help frame a scenario without being a defensible estimate for your own participants.

For attribution, ask about other services, personal efforts and events that contributed. Retain the explanation alongside any requested estimate. If people cannot reasonably allocate percentages, do not make them invent precision. A qualitative account of contributions can be more useful than an unsupported number.

For displacement, identify who else might be affected and which evidence could reveal that effect. A question to participants alone may be insufficient. Record the boundary of the assessment: which people, organizations, places and time period were considered.

Across locations, agree the small common set of definitions needed for the analysis. Local teams can use different supporting questions. Map compatible evidence through a versioned dictionary; do not treat differently worded accounts as equivalent percentages without reviewing their meaning.

Build an adjustment register

Use a separate record for each outcome and model version. Include the outcome definition, eligible population, observation period, adjustment type, proposed value or range, source reference, method, limitations, reviewer and approval date. Distinguish a measured estimate from a stakeholder estimate and an explicit scenario assumption.

“Not assessed” is a valid status. It is not the same as zero. Zero asserts that no adjustment is needed; missing evidence says you do not yet know. If you use zero in a scenario, label it as a scenario assumption and show how the result changes under other plausible values.

Work through one illustrative calculation

Suppose a fictional model has $100,000 of gross outcome value for one year. For teaching only, assume 20% deadweight, then 25% attribution to others on the remainder, then 10% displacement on the adjusted remainder. These percentages are invented scenario inputs, not recommended defaults.

StepCalculationValue remaining
Gross valueStarting amount$100,000
Deadweight$100,000 × 0.80$80,000
Attribution to others$80,000 × 0.75$60,000
Displacement$60,000 × 0.90$54,000

Do not simply subtract 20 + 25 + 10 from 100. The example defines each adjustment against the remaining value. Your model must document its own bases and prevent overlapping adjustments from removing the same effect twice. Duration, drop-off and discounting are later assumptions; they are not included in this one-year example.

Test uncertainty before approving the result

Holding the other assumptions constant, 10% deadweight gives $60,750; 40% gives $40,500. The purpose of this range is to show sensitivity to one assumption. It is not a statistical confidence interval.

Identify which uncertain assumption changes the decision most. Then choose a proportionate response: gather better evidence, narrow the claim, report a range or defer monetization. A new survey question can improve the evidence available without automatically making the estimate reliable.

Keep analysis connected to its sources

In a Sopact workflow, plan the recurring collection and source records first. Keep participant or organization identity, observation dates and approved definitions connected where appropriate. Configure the analysis to retrieve relevant evidence and identify missing context. A reviewer still needs to judge whether the evidence supports a percentage.

The useful output is a reviewed register and a reproducible calculation. AI can help organize explanations or locate source passages; it should not silently convert narrative into causal estimates. Restrict access to identifiable accounts and use an appropriate summary for reporting audiences.

Practice: review one uncertain adjustment

  1. Choose one outcome and write its population and period.
  2. Separate the observed evidence from the proposed adjustment.
  3. Record what is known, what is assumed and what remains unassessed.
  4. Calculate at least two plausible scenarios using explicit bases.
  5. Ask a colleague whether the claim remains useful and defensible with those limitations visible.

Frequently asked questions

Does a participant survey prove attribution?

No. It provides evidence about the participant’s experience and view of contributions. Whether that supports a numerical adjustment depends on the question, context and other evidence.

Can an unassessed adjustment be recorded as zero?

Keep it marked as unassessed. If a calculation uses zero as an assumption, identify that assumption and test alternatives rather than presenting zero as a finding.

Must every course learner calculate SROI?

No. This is optional specialist work when monetary valuation serves a defined decision. An evidence-based outcome report may be the more appropriate output.

Return to your course →

Put this guide into practice.

Start with a decision your team needs to make. Decide what information belongs together, how you will check it, and who is responsible for acting.

See context in action →
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Reporting
Funder road
5
Combine compatible metrics and explain every portfolio total
Build rollups
portfolio-impact-rollups
Portfolio
Portfolio intelligence tools
5
How to Clean Open-Ended Survey Responses Without Losing Meaning
Clean responses and define the denominator
clean-open-ended-survey-responses
Feedback
Clean
6
Create a cleaning log, response-status table and reproducible report statement.
How to Review Participant Support Needs Mid-Program
Spot At-Risk Participants Mid-Program
spot-at-risk-participants-mid-program
Case
Nonprofit Track
6
How to Write a Nonprofit Grant Application: Template and Example
Grant Application for Nonprofits
grant-application-for-nonprofit-organizations
Grant
Foundation
6
Personalize quarterly donor and annual LP reports
Report with evidence
portfolio-lp-board-impact-report
Portfolio
Portfolio intelligence tools
6
How to Build a Funder Context Profile: Research to Reporting
Build a Sourced Funder Context Profile
build-funder-context-profile
Reporting
Align
6
Roll up and benchmark portfolio results
Roll up and benchmark portfolio results
roll-up-and-benchmark-portfolio-results
Reporting
Funder road
6
How Do You Measure Change at Exit?
Measure Change at Exit (Not Just Completion)
measure-change-at-exit
Case
Nonprofit Track
7
How do you collect applications clean at the source?
Collect Applications Clean at the Source
collect-applications-clean-at-source
Grant
Collect
7
Turn portfolio findings into action and test the next cycle
Act and improve
portfolio-risk-monitoring-alerts
Portfolio
Portfolio intelligence tools
7
How to Analyze Multilingual Feedback Without Losing Meaning
Analyze and review multilingual feedback
analyze-multilingual-feedback
Feedback
Clean
7
Build a language review sheet and test software on original responses, translations, codes and reporting bases.
Multi-country programs · Multilingual survey data · Global networks & chapters
How to Define Impact Metrics Your Team and Funder Can Use
Define Measures the Organization and Funder Can Both Use
define-impact-metrics-funders-want
Reporting
Align
7
Write the portfolio report for your board or donors
Write the portfolio report for your board or donors
write-the-portfolio-report
Reporting
Funder road
7
Survey Attrition: How to Track Missing Waves in Longitudinal Studies
Track missing waves and matched outcomes
survey-attrition-longitudinal-studies
Feedback
Read
8
Build a wave-status register, compare response groups and report paired change with coverage and limitations.
How to Use Mentor Notes to Review Participant Support
Use mentor notes for support review
mentor-notes-early-warning
Case
Nonprofit Track
8
How do you reduce applicant burden?
Reduce Applicant Burden
reduce-applicant-burden-auto-clarification
Grant
Collect
8
Impact Metric Definitions: A Practical Worksheet and Example
Give Every Number One Definition
one-definition-for-every-number
Reporting
Define
8
Map every funder's ask to one evidence base
Map every funder's ask to one evidence base
turn-reporting-requirements-into-evidence
Reporting
Funded partner road
8
How to Connect Quantitative and Qualitative Survey Data
Connect scores and comments
connect-quantitative-qualitative-survey-data
Feedback
Read
9
Build a linked analysis view and joint display, with clear groups, reporting bases and evidence limits.
How to Calculate SROI as New Evidence Arrives
Calculate SROI — Live, Sourced, and Honest
calculate-sroi-live
Case
Nonprofit Track
9
How to Collect Grantee Reports with Less Burden
Collect Grantee Reports Without Burden
collect-grantee-reporting-without-burden
Grant
Collect
9
Capture each funder's taste, and your own
Capture each funder's taste, and your own
capture-funder-taste
Reporting
Funded partner road
9
How to Analyze Pre, Mid and Post Survey Data
Analyze pre, mid and post surveys
analyze-pre-mid-post-survey-data
Feedback
Read
10
Build a matched pre/mid/post analysis, interpret score movement and retain clear rules for missing waves.
How to Report a Job-Training Program to Grant Funders
Turn a Cohort into a Funder Impact Report
job-training-grant-impact-report
Case
Nonprofit Track
10
How to Follow Up on Missing Grantee Data
Chase Missing Grantee Data
chase-missing-grantee-data
Grant
Collect
10
How to Collect Clean Data Inside Your Workflow
Collect Clean Evidence Inside the Workflow
collect-clean-data-at-the-source
Reporting
Embed
10
Write each funder's report with AI, then check it
Write each funder's report with AI, then check it
assistant-writes-the-funder-report
Reporting
Funded partner road
10
Draft from approved sources, check the claims, and save an accountable report version. Bring the brief from the previous lesson.
Program managers, grant leads and reporting teams
How to Analyze Longitudinal Survey Data
Analyze longitudinal survey data
analyze-longitudinal-survey-data
Feedback
Read
11
Build a continuing analysis record with clear time scales, observed trajectories and limits.
How to Turn a Job Description into a Requirements Checklist
Clarify employer requirements
job-description-requirements-checklist
Case
Social Enterprise Track
11
Review applications without reviewer bias: one rubric, read on arrival, people decide
Review Without Reviewer Bias
review-applications-without-reviewer-bias
Grant
Analyze
11
How to Keep Impact Reporting Numbers Consistent
Get Stable Results From Governed Data
same-numbers-every-time
Reporting
Read
11
Compare your results with outside data: live queries and public datasets
Compare your results with outside data: live queries and public datasets
compare-with-outside-data
Reporting
Toolkit
11
How do you analyze a batch of grant applications?
Analyze a Whole Round
how-to-analyze-a-batch-of-grant-applications
Grant
Analyze
12
How to Measure Outcome Duration and Drop-Off
Measure outcome duration and drop-off
measure-outcome-duration-drop-off
Feedback
Read
12
Build a dated outcome claim, distinguish missingness from outcome loss and test forecast assumptions.
How to Score Candidate–Role Matches with a Clear Rubric
Review candidate–role evidence
score-candidate-role-matches-without-bias
Case
Social Enterprise Track
12
Make every number in your report match its source
Make every number in your report match its source
where-every-number-came-from
Reporting
Toolkit
12
How to Report Job Placements to Impact Investors
Turn a Cohort into a Social-Enterprise Investor Report
job-placement-investor-impact-report
Case
Social Enterprise Track
13
How do you track reviewer conflicts of interest?
Track Reviewer Conflicts of Interest
track-conflicts-of-interest-audit
Grant
Analyze
13
How to Write a Donor Report: Format, Evidence and Example
Design a Report for a Real Funding Decision
donor-report-funders-trust
Reporting
Decide
13
Build a report brief and claim-and-evidence table before drafting. Explain delivery, outcomes, spending, limitations and next actions.
Program managers, grant leads and reporting teams
How to put a credible dollar value on your results
How to put a credible dollar value on your results
credible-dollar-value-on-impact
Reporting
Toolkit
13
Prepare a valuation brief. Decide what the evidence supports, what needs more work, and when an outcome account is enough.
Program, evaluation and investment teams considering social-value estimates
AI Data Access Controls: What Your Assistant May See
Control what the assistant can access
what-the-assistant-may-see
Feedback
Prove
13
Define task-specific access, test synthetic records and verify report-sharing boundaries.
How to calculate the SROI ratio, step by step: value map, financial proxies and adjustments
How to calculate the SROI ratio, step by step: value map, financial proxies and adjustments
how-to-calculate-the-sroi-ratio
Reporting
Toolkit
14
Build a reproducible SROI calculation, test its assumptions and explain the result in a reviewed report.
Evaluation and reporting teams reviewing an SROI calculation
How to Write an Evidence-Based Impact Narrative for a Funder Report
Write a cited impact narrative
impact-narrative-funder-report-cited
Feedback
Prove
14
Build and check a report paragraph using a claim-and-source table, appropriate quotations and clear limitations.
How Do You Read a Grantee Report?
Read a Grantee Report
read-grantee-report-multi-signal
Grant
Analyze
14
How Do You Compute Grantee Variance?
Compute Grantee Variance
how-to-compute-grantee-variance
Grant
Analyze
15
Keep a person’s history connected across programs and staff changes
Follow one person over time
one-person-followed-for-years
Feedback
Shapes
15
Build a participant record that preserves episodes, dates, versions and missingness across repeated collection.
How Do You Build an SROI Value Map?
Build an SROI Value Map
how-to-build-an-sroi-value-map
Reporting
Optional method
16
Build a first value map, keep missing evidence visible, and give each unresolved outcome a next action.
Evaluation, program and investment teams preparing an SROI analysis
How do you track budget, invoices and actual spend for a grant?
Track Budget vs Actual Spend
how-to-track-budget-invoices-actual-spend
Grant
Analyze
16
Multi-Rater Feedback: Connect Perspectives and Protect Context
Connect several perspectives on one person
several-people-describing-one-person
Feedback
Shapes
16
Design subject-rater relationships, reporting rules and a tested multi-perspective feedback record.
How Do You Pick a Financial Proxy for SROI?
Pick a Defensible Financial Proxy
how-to-pick-a-financial-proxy-for-sroi
Reporting
Optional method
17
Compare candidate valuation sources and document why one fits your outcome, stakeholder and reporting period.
Evaluation and reporting teams selecting financial proxies
How Do You Analyze Grantee Reporting Longitudinally?
Analyze Grantee Reporting Over Time
analyze-grantee-reporting-longitudinal
Grant
Analyze
17
Cross-Program Reporting: Combine Results Without Losing Meaning
Combine evidence across programs
many-programs-one-picture
Feedback
Shapes
17
Build a defensible cross-program result with comparable measures, correct denominators and documented exclusions.
How to read Form 990 for a grant review
Read a 990 for Compliance
how-to-read-a-990-for-compliance
Grant
Analyze
18
Pick One Question. Keep Every System You Have.
Run a member-network survey
member-network-survey
Feedback
Shapes
18
Design and test a member reporting cycle with continuing records, coverage checks and authorized results.
Ask your whole grant round anything (Assistant + MCP)
Ask Your Whole Grant Round Anything
ask-your-grant-round-anything
Grant
Analyze
19
How do you build a grant audit trail?
Build a Grant Audit Trail
grant-audit-compliance-trail
Grant
Communicate
20
How do you produce grant compliance and regulatory reports?
Produce Compliance Reports
grant-compliance-regulatory-reports
Grant
Communicate
21
How Do You Roll Grantees Into a Board Report?
Roll Grantees Into a Board Report
roll-grantees-funder-board-report
Grant
Communicate
22
How Do You Build Grant Dashboards and Maps?
Grant Dashboards & Maps
grant-dashboards-geographic-mapping
Grant
Communicate
23