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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

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.

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.

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Reporting
Align
5
How to Analyze Documents as Evidence: Sources, Context and Review
Read documents as traceable evidence
read-documents-as-evidence
Feedback
Connect
5
Create a document register and reviewed findings with source locations, context and explicit exceptions.
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
Design quarterly portfolio reporting that investees can complete
Collect Investee Reporting Without Repeated Rework
collect-investee-reporting-without-burden
Portfolio
Chapters
6
How to Build a Funder Context Profile: Research to Reporting
Build a Sourced Funder Context Profile
build-funder-context-profile
Reporting
Align
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
How to Follow Up on Missing Investee Data
How to Follow Up on Missing Investee Data
chase-missing-investee-data
Portfolio
Chapters
7
How to Analyze Multilingual Feedback and Evaluate Software
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
Survey Attrition in Longitudinal Studies: Track Missing Waves
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
Find inconsistencies in portfolio returns before reporting
Analyze Investee Reports Across Sources
read-investee-reports-multi-signal
Portfolio
Chapters
8
Impact Metric Definitions: A Practical Worksheet and Example
Give Every Number One Definition
one-definition-for-every-number
Reporting
Define
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
Keep company, investment and reporting history connected
Track Results Against the Impact Agreement
track-investees-impact-agreement-variance
Portfolio
Chapters
9
Turn Reporting Requirements into Evidence: A Practical Mapping Guide
Turn Requirements Into Collectable Evidence
turn-reporting-requirements-into-evidence
Reporting
Define
9
Connect baseline, follow-up and different rater perspectives
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 Build Useful Portfolio Impact Monitoring Alerts
Build Useful Portfolio Impact Alerts
portfolio-risk-monitoring-alerts
Portfolio
Chapters
10
How to Collect Clean Data Inside Your Workflow
Collect Clean Evidence Inside the Workflow
collect-clean-data-at-the-source
Reporting
Embed
10
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 with evidence, clear criteria and human judgment
Review Without Reviewer Bias
review-applications-without-reviewer-bias
Grant
Analyze
11
How to Ask AI Questions About Your Portfolio Data
Ask AI Questions About Portfolio Data
ask-your-portfolio-anything
Portfolio
Chapters
11
How to Keep Impact Reporting Numbers Consistent
Get Stable Results From Governed Data
same-numbers-every-time
Reporting
Read
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
Evidence Traceability: Link Every Report Claim to Its Source
Trace Every Result Back to Its Evidence
where-every-number-came-from
Reporting
Read
12
How Do You Roll Up a Grant Portfolio?
Aggregate Outcomes Across a Grant Portfolio
how-to-roll-up-a-grant-portfolio
Portfolio
Chapters
13
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
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 Write an Evidence-Based Impact Narrative
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 to Use SROI Across a Portfolio Without Double Counting
Use SROI Across a Portfolio
monetize-impact-sroi-across-levels
Portfolio
Chapters
14
How to Write a Funder Report with AI—and Check It
Generate the Audience-Specific Report From Evidence
assistant-writes-the-funder-report
Reporting
Decide
14
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 Do You Compute Grantee Variance?
Compute Grantee Variance
how-to-compute-grantee-variance
Grant
Analyze
15
When Is a Monetary Value on Social Impact Credible?
Add a Credible Dollar Value With SROI
credible-dollar-value-on-impact
Reporting
Optional method
15
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
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 and Actual Spend?
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
How Do You Compare Investees When Each One Defines Its Metrics Differently?
Compare & Benchmark Investees
compare-benchmark-investees
Portfolio
Chapters
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 Do You Calculate the SROI Ratio?
Calculate the SROI Ratio With a Range
how-to-calculate-the-sroi-ratio
Reporting
Optional method
18
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 Read Form 990 for a Grant Review
Read a 990 for Compliance
how-to-read-a-990-for-compliance
Grant
Analyze
18
How Do You Build Dashboards and Compliance Reports?
Build Dashboards and Reviewed Reports
dashboards-sroi-compliance-reports
Portfolio
Chapters
18
Plan evidence collection across your network
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
Produce portfolio reports that trace back to approved evidence
Produce the LP and Board Impact Report
portfolio-lp-board-impact-report
Portfolio
Chapters
19
How Do You Build a Grant Audit Trail?
Build a Grant Audit Trail
grant-audit-compliance-trail
Grant
Communicate
20
How Do You Connect Your Stack Without Lock-In?
Connect Systems and Test Data Portability
portfolio-connect-your-stack
Portfolio
Chapters
20
How Do You Produce Grant Compliance 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