Evidence before claims

Define how the program will be measured before the results exist.

Use a balanced evidence framework to evaluate member understanding, service quality, workflow performance, employee readiness, provider execution, governance, and sustainable institutional value, without inventing benchmarks or promising outcomes.

Measurement principle

Start with the decision the credit union needs to make, define the measure and source, establish a verified baseline, and preserve the limitations. A number without a definition, owner, timeframe, source, and decision use is not reliable evidence.

Balanced program value

Member value and institutional sustainability belong on the same dashboard.

Financial contribution can help sustain a program, but it should never erase evidence about member understanding, service failures, refunds, complaints, workflow quality, employee readiness, or provider performance.

Never review alone
  • Participation rate
  • Product income
  • Average products per loan
Always pair with
  • Member, service, process, training, provider, and risk evidence
  • Definitions, sources, segmentation, limitations, and owners
  • Corrective action and documented decision authority
Eight outcome domains

A whole-program evidence model.

Select only the measures that support a real decision and can be defined, sourced, reviewed, and acted upon.

01

Member understanding and choice

Did the member receive enough clear information to make a voluntary decision?

Measures and evidence +
Possible measures
  • Understanding-check results
  • Optional-status and cost explanation
  • Acceptance and decline documentation
  • Agreement and contact delivery
Possible evidence
  • Observation records
  • Knowledge or member-feedback questions
  • Completed loan and product records
  • Document-delivery logs
02

Claims, total-loss, and repair support

Can members obtain timely, understandable help when the product is needed?

Measures and evidence +
Possible measures
  • Intake-to-acknowledgment time
  • Required-document completion
  • Decision and payment cycle time
  • Unresolved and escalated cases
Possible evidence
  • Provider case reports
  • Credit-union service records
  • Escalation logs
  • Member complaints and follow-up
03

Cancellations and refunds

Are requests, calculations, funds, loan application, notices, and records accurate and timely?

Measures and evidence +
Possible measures
  • Request-to-cancellation time
  • Refund calculation accuracy
  • Refund aging and application
  • Reconciliation exceptions
Possible evidence
  • Cancellation files
  • Provider refund reports
  • Loan and accounting records
  • Exception and aging reports
04

Workflow and documentation quality

Does the operating path reliably produce the approved result?

Measures and evidence +
Possible measures
  • Eligibility and rating exceptions
  • Contract and disclosure accuracy
  • Missing or late documents
  • Corrections, rework, and manual overrides
Possible evidence
  • System exception reports
  • Quality-review samples
  • Contracting records
  • Operations and reconciliation logs
05

Employee and manager readiness

Can each role educate, document, support, and escalate within approved boundaries?

Measures and evidence +
Possible measures
  • Knowledge and scenario results
  • Observed conversation quality
  • Workflow completion
  • Manager coaching and follow-up
Possible evidence
  • Learning records
  • Observation scorecards
  • Coaching plans
  • Role authorization and refresher logs
06

Provider and administrator performance

Is the provider meeting measurable product, service, operational, reporting, and change obligations?

Measures and evidence +
Possible measures
  • Service-level performance
  • Reporting completeness and accuracy
  • Recurring issue and corrective action
  • Material change and incident response
Possible evidence
  • Service reports
  • Issue and corrective-action logs
  • Audit and review records
  • Contract and governance records
07

Governance, complaints, and risk signals

Can leaders identify concerns early and take documented action?

Measures and evidence +
Possible measures
  • Complaints and themes
  • Policy or control exceptions
  • Open audit or review findings
  • Escalation, remediation, and stop decisions
Possible evidence
  • Complaint system
  • Risk and compliance reporting
  • Committee records
  • Corrective-action and decision logs
08

Participation and sustainable program value

Is the program creating responsible institutional value without outranking member and service outcomes?

Measures and evidence +
Possible measures
  • Eligible opportunities and participation
  • Product mix and channel patterns
  • Program income and direct costs
  • Cancellations, refunds, and chargebacks
Possible evidence
  • Lending and product reports
  • Finance and accounting records
  • Provider statements
  • Balanced outcome dashboard
For every measure

Define the evidence before interpreting the number.

  1. 01Purpose and decision supported
  2. 02Exact definition and calculation
  3. 03Population, timeframe, and segmentation
  4. 04Source system and responsible owner
  5. 05Baseline and approved threshold
  6. 06Data-quality and comparison limitations
  7. 07Review cadence and escalation path
  8. 08Corrective action and decision record
Measurement cadence

Baseline. Observe. Investigate. Decide. Adapt.

The first 90 days should validate execution and evidence quality, not rush to declare success.

  1. Before launch
    Review 01

    Define the baseline and owners

    Select measures tied to the program’s purpose, define each calculation and source, assign ownership, document limitations, and establish escalation thresholds before results exist.

  2. First 30 days
    Review 02

    Verify execution and visibility

    Confirm data arrives, agreements and documents are correct, roles follow the workflow, support paths work, and early exceptions reach accountable owners.

  3. Days 31 to 60
    Review 03

    Study patterns and coach

    Segment results by product, channel, location, role, dealer, or provider where appropriate; investigate recurring friction; reinforce training and correct process gaps.

  4. Days 61 to 90
    Review 04

    Evaluate and decide

    Compare the verified baseline with current evidence, document what improved or worsened, resolve open risks, and approve continuation, change, restriction, or stop decisions.

  5. Ongoing
    Review 05

    Monitor and adapt

    Maintain a consistent cadence, revalidate definitions after changes, examine member and financial measures together, and preserve evidence behind important decisions.

Case-study readiness

Turn outcomes into public proof only when the evidence is ready.

  • Verify the source data, definition, timeframe, methodology, comparison, and limitations.
  • Separate correlation, observation, and causation.
  • Avoid cherry-picking only favorable measures.
  • Obtain the credit union’s written approval for its name, quote, figures, and description.
  • Never imply that another institution will produce the same result.
Measurement questions

How to begin without manufactured proof.

Should a credit union set industry benchmarks before launch?+

Not unless the benchmark is current, comparable, sourced, and meaningful to the institution. Begin with the credit union’s own verified baseline, program purpose, member standard, risk appetite, and approved decision thresholds.

Should participation or income be the primary measure?+

No single metric should control the review. Participation and financial contribution can be considered alongside member understanding, service quality, cancellations, refunds, complaints, workflow accuracy, readiness, provider performance, and governance evidence.

What if the credit union cannot measure everything immediately?+

Prioritize a small set connected to the highest-risk or highest-value decisions. Document missing data, temporary methods, owners, and a plan to improve measurement rather than treating unavailable evidence as a positive result.

Can early results become a case study?+

Only after the measures, source data, timeframe, methodology, limitations, and claims are verified and the credit union has approved publication. Early directional observations should not be presented as proven outcomes.

Put the framework to work

Capture the baseline and 90-day review plan.

The printable scorecard organizes measures, definitions, sources, owners, baselines, thresholds, limitations, and review decisions across all eight domains.

Open the baseline scorecard Read the measurement guide ↗

Evidence notice: This framework does not establish a benchmark, certify performance, prove causation, determine compliance, or promise member, operational, financial, or program outcomes. The credit union determines its measures, sources, thresholds, review, and decisions.

A next step centered on members

Build measurement into the program before launch.

A program review can organize the institution’s purpose, baseline, member and service measures, data sources, owners, reporting, thresholds, and review cadence.

Request a CU Program Review
Choose your next step

Start where your credit union is today.