play icon for videos
Program Intelligence: From Fragmented Data

Program Intelligence: From Fragmented Data

Program intelligence: one connected record per person across every program and funder — standardize collection once, report to each in their framework. Free guide.

Contents

Design

A living theory of change and data dictionary, built from your own interviews and standardized across every chapter.

Collect

Surveys, documents, interviews, and offline data in 40+ languages — unified at the source, your systems intact.

Aggregate

One participant ID, zero reconciliation — many programs and members roll up to one record per person.

Report

Each funder’s framework generated from the same connected record, every figure cited to its source.

What is program intelligence?

Program intelligence is the practice of holding one connected record per person across every program and reporting cycle — so a multi-program organization can standardize data collection once and report to each funder in the framework they require. It turns scattered surveys, documents, and case notes into one continuous, citable evidence base.

What this eBook is about

From Fragmented Data to Program Intelligence is the series capstone — it runs the whole spine for an organization with many programs and many funders. Right now your theory of change lives in a Google Doc, survey data in Airtable, financials as PDFs, and field notes in Excel, with two teams translating the same data. This guide shows how one connected record per person replaces that — design the framework, collect across every program and chapter, aggregate onto one record, and report to each funder in the framework they asked for. Traditional impact measurement returned about 5% of the context (the survey); the other 95% — case notes, transcripts, documents, financials, stories — finally connects on one persistent participant ID.

Who should read it

The organization that runs four to twelve programs — or a federation of chapters and members — each with its own logic model, funder, and reporting cadence: mid-tier nonprofits, foundations tracking grantee outcomes, associations and networks standardizing across sites, and the M&E leads who answer to all of them.

What’s inside

  • The reframe — outputs were never outcomes, the 5/95 gap, and the Cell → Row → Column → Grid roll-up
  • Design — build the framework and data dictionary from your own interviews, and standardize across chapters and members
  • Collect — surveys, documents, interviews, and offline data in 40+ languages, unified at the source
  • Aggregate & report — one ID with zero reconciliation, multi-program roll-up, and a report to each funder generated (not assembled), every figure cited

Why it matters

Standardize collection once and the national roll-up is a query, not a reconciliation project per member; each funder’s framework is a different narrative over the same connected record. Most teams have their first cohort report in under a month. Download the guide — it also ties the whole seven-book library together on one spine.

Frequently asked questions

How is program intelligence different from a CRM or an M&E tool?

A CRM tracks contacts and a typical M&E tool tracks one program’s indicators. Program intelligence sits underneath both: one persistent participant ID carries application, survey, document, interview, and financial data across every program and year, so qualitative and quantitative evidence live on the same record and roll up without manual reconciliation.

Who needs program intelligence?

Organizations that run four to twelve programs — or a federation of chapters and members — each with its own logic model, funder, and reporting cadence: mid-tier nonprofits, foundations tracking grantee outcomes, associations standardizing across sites, and the monitoring and evaluation leads who report to all of them.

What does the Program Intelligence eBook cover?

It runs the whole spine in four moves — design a shared framework and data dictionary, collect across every program in any language, aggregate onto one record per person, and report to each funder in their framework — and shows how theory of change, reported metrics, financials, and an audit trail combine into one comprehensive, cited report.

Is the Program Intelligence eBook free?

Yes. The Program Intelligence eBook is a free download from Sopact. It is the capstone of the seven-book Sopact Intelligence Library covering case, application, grant, ESG, impact, learning, and program intelligence.