RESEARCH & EVIDENCE

Follow the Result Back to the Evidence.

Explore the datasets, published studies, evidence grades, proxies, and methodological rules underlying the Religious Member Benefit Index.

NATIONAL DATASETSPUBLISHED RESEARCHTRACEABLE EVIDENCE
Religious Member Benefit Index
Evidence Standards

Every Score Shows Its Evidence Strength

RMBI keeps evidence strength visible. Direct evidence, published comparative evidence, documented proxies, and missing evidence are treated differently.

A

Primary Evidence

Direct RMBI scores derived from qualifying datasets or studies analyzed within the source framework.

B

Published Comparative Evidence

Published comparative research directly supporting a group or category value, transformed to the RMBI scale when needed.

C

Credible Proxy

Broad-family, constituent-denomination, or benchmark evidence used only when direct evidence is unavailable and the crosswalk is documented.

N/A

No Qualifying Evidence

If no defensible observation exists, RMBI records N/A. Missing evidence is not converted to zero or filled with a neutral value.

Documented Evidence Sources

The Research Evidence Behind the RMBI

The RMBI evidence base includes 13 research study/data families: 6 core scoring studies and 7 supporting research families. The 2020 U.S. Religion Census is shown separately as an administrative dataset used for Institutional Reach and population/rollup checks. The current public comparison focuses on Christian communities and the religiously unaffiliated.

13Research families
6Core scoring studies
7Supporting research families
+1Administrative dataset
Evidence-grade note: A/B or B/C means the grade can differ by the specific variable, transformation, or way that source is used. The source itself is not being assigned two grades simultaneously.
Where the Evidence Feeds the Index

Seven Research Questions. One Comparative Framework.

The Research page documents the source evidence; Methodology explains how those sources are standardized and combined.

Transparent by Design

From a Score Back to Its Evidence

RMBI is designed so a reader can move backward from a result and understand how that result was constructed.

1

Score

Start with the overall or dimension-level result.

2

Dimension / Study

Identify the dimension and the qualifying study or source composite contributing to the result.

3

Variable & Raw Evidence

Trace standardized variables back to the observed percentage, dollar, rate, census measure, or documented coding input.

4

Evidence Strength & Limits

Interpret the result alongside evidence grade, missing-data treatment, and the methodological limits of comparative research.

Stronger Evidence Should Carry More Confidence

An A-grade result and a documented proxy should not be interpreted as equally strong evidence. RMBI keeps evidence strength visible so users can separate direct comparisons from crosswalks or aggregated proxy evidence. Unsupported missing observations are reported as N/A rather than imputed.

Likewise, comparative outcomes do not by themselves establish that religion caused the observed difference. Demographics, selection, geography, socioeconomic conditions, and other factors can contribute to measured differences between communities.

See What the Evidence Produces.

Move from the source framework into the final RMBI rankings and dimension-level comparisons.

EXPLORE THE RESULTS