Choosing Indicators Donors Ask For: Baseline, Midline and Endline

Donors increasingly want more than activity reports. They want to know whether a project changed something, by how much, and how confident you can be about it. That depends on two things: choosing the right indicators, and measuring them consistently at baseline, midline and endline. Getting either wrong can leave a good project unable to prove its results.

This article explains how to choose indicators donors actually ask for, and how to plan measurement across the life of a project in Pakistan.

Understand what the donor needs to report

Most donors have their own results frameworks, and your project contributes to them. Before designing indicators, read the call for proposals, the donor's results framework and any required standard indicators. Many donors expect a mix of their standard indicators and project-specific ones.

Ask early which indicators are mandatory, how they are defined, and how often they must be reported. A mismatch discovered at the first report is much harder to fix than one caught during design.

Separate outputs, outcomes and impact

A common weakness in proposals is a framework full of output indicators. Outputs count what the project delivers, such as the number of trainings held or kits distributed. They are necessary, but they do not show change.

Outcome indicators measure change in people or institutions, such as improved knowledge, changed practices or better access to services. Impact indicators capture longer-term change, which a single project may influence but rarely achieves alone. Donors usually focus their attention on outcomes, so make sure each major outcome in your theory of change has at least one clear indicator.

Make every indicator SMART and well defined

Each indicator should be specific, measurable, achievable, relevant and time-bound. Beyond that, write an indicator reference sheet for each one. It should cover the exact definition, the numerator and denominator for percentages, the data source, the collection method, the frequency, who is responsible, and how results will be disaggregated, for example by sex, age, district or disability.

Clear definitions are what make baseline and endline comparable. If "trained teacher" means one thing at baseline and something slightly different at endline, the change you report will not be credible.

Plan the baseline before activities start

A baseline is the reference point for every later comparison. It should take place before the main activities begin, using the same definitions and methods you plan to use later. Doing a baseline after activities have started risks capturing early effects and understating your results.

The baseline also helps set realistic targets. Targets set in a proposal without data are often too high or too low. Many donors accept a revision of targets once baseline values are known, so plan for that conversation.

Use the midline to learn, not just to report

A midline survey or review sits partway through the project. Its main value is learning. It shows whether the project is on track, which activities are working, and where adjustments are needed while there is still time to act.

Keep the core indicators and methods identical to the baseline, so changes are comparable. You can add a small number of questions on implementation, such as participant satisfaction or barriers to access, to explain the numbers.

Make the endline comparable and honest

The endline measures the same indicators at the end of the project. Comparability is everything: the same definitions, similar sampling, similar timing in the year where seasons matter, and the same questionnaire for core indicators.

Where possible, consider a comparison group that did not receive the project. This helps distinguish the project's contribution from changes that would have happened anyway. Even when a full comparison design is not feasible, be transparent about other factors that may have influenced results.

Keep the number of indicators manageable

It is tempting to measure everything. In practice, a long list of indicators increases survey length, cost and the risk of poor data quality. Focus on indicators that answer the donor's key questions and help managers make decisions. A smaller set measured well is more useful than a long list measured poorly.

Build data quality into the plan

Indicators are only as reliable as the data behind them. Plan for trained enumerators, piloted tools, digital data collection with built-in checks, back-checks on a sample of interviews, and a documented cleaning process. Third-party verification can add credibility where donors require independent evidence.

A short checklist

Before finalising your framework, confirm that mandatory donor indicators are included, each outcome has at least one clear indicator, each indicator has a reference sheet, the baseline is scheduled before activities, midline and endline use the same methods, and the total number of indicators is realistic for your budget.

How DeepNex Consulting can help

DeepNex Consulting is an M&E consultancy based in Islamabad that supports NGOs, donors, government and international organisations across Pakistan. We help design results frameworks and indicators, run baseline, midline and endline surveys, and carry out third-party verification, drawing on field experience that includes immunization coverage verification. Every assignment starts with a written scope. To discuss your project, contact [email protected], WhatsApp +92 311 5234656, or visit deepnexconsuling.com.