Literature reviews and theory comparison
Keep search queries, source locations and disagreements; state which full texts were actually read.
Social sciences
Connect theory, survey design and source organization with descriptive analysis, assisted coding and academic writing.
Start with a focused task
Research questions and survey design
State the question, assumptions, design and comparison conditions; flag choices needing researcher review.
Questionnaires, interviews and source organization
Check variables, units, missing values, duplicates and provenance; record changes without silent imputation or deletion.
Descriptive statistics and assisted coding
Check material and method suitability first; execute required calculations and deliver code, results and limitations.
Bias, argument and causal-claim review
Use independent checks, alternative explanations or applicable sensitivity checks; report failure conditions and unresolved issues.
Research figures and evidence matrices
Create figures and tables from checked results with units, captions and sources; retain reusable code.
Papers, proposals and citations
Draft from actual materials and results, check numbers and citations, and identify drafts and unknowns.
Reviewer responses, policy briefs and defense
Deliver issue lists, point-by-point responses or presentation material; distinguish corrections, missing evidence and unresolved issues.
Current scope
Assisted coding keeps source locations and requires researcher review. Descriptive statistics do not validate scales or identify causal effects. Never invent interviews, fieldwork, samples or survey results.
Research examples
Browse research outputs and find a starting point for your task.