Skip to main content

Atlas Blog

Limitations of the Study With Worked Examples

Explain limitations of the study by linking each constraint to the claim it qualifies. Use a worked evidence table to write a precise limitations paragraph.

Longitudinal research design with a follow-up plan

Longitudinal research design guide with a worked wave schedule, retention denominators, and an attrition-assumption table to check before planning follow-up.

Manipulation Check: Separate the Intended State From the Outcome

Read a manipulation check without confusing delivery, the intended state, and the study outcome. Use a worked evidence note to qualify the reported result.

Market Research Plan: Questions, Sources, and a Worked Example

Build a market research plan around a real decision. Match questions to sources, choose methods, expose bias, and use a worked example to check the gaps.

Market Research Questions: Connect Wording to Decisions

Draft market research questions for a specific decision and audience. Use a worked question map to check leading wording, answer options, and evidence gaps.

Market Research Report Template With a Source Map

Use a market research report template to organize supplied findings and methods. Build a source map, check claim limits, and write a traceable recommendation.

Maximum Variation Sampling: Trace the Range of Cases

Understand maximum variation sampling through a worked qualitative study. Check the chosen diversity dimensions, missing cases, and limits of shared patterns.

Measurement Invariance: Check What Holds Across Groups

Read measurement invariance evidence with a worked group-equivalence map. Distinguish configural, metric, scalar, and partial findings before comparing scores.

Methodological Triangulation: Compare What Each Method Adds

Use methodological triangulation to compare method contributions to one question. Compare agreement, coverage, and disagreement without forcing consensus.