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Get Started Free →Use when systematically gathering, coding, and synthesizing a management/organization literature for an Academy of Management Annals (Annals) review — the search-and-coverage methodology and the choice of narrative vs. systematic vs. bibliometric integration. Builds the corpus and synthesis notes; it does not impose the organizing spine (amann-organizing-framework) or write prose.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-01 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 24% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 47% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 10% | 0% |
The folder name says "data analysis," but an Annals review reports no data of its own. Your "analysis" is the systematic appraisal and integration of a literature. The credibility of the whole review rests on the reader's belief that you read everything that matters and coded it consistently. Build coverage as a transparent process, not from memory.
| Method | What it does | Best when | |--------|--------------|-----------| | Narrative / integrative review | reads, interprets, and reorganizes the literature into a new framework | the contribution is conceptual integration (Annals' core mode) | | Systematic review | a pre-specified, reproducible search-and-screen protocol; transparent inclusion | the field is large and you must prove comprehensive, unbiased coverage | | Bibliometric / meta-analytic | co-citation, co-word, or quantitative effect-size synthesis | the contribution is structural (intellectual map) or a cumulative magnitude estimate |
Most Annals reviews are integrative narrative with a systematic backbone: a transparent search establishes coverage, and the narrative does the reorganizing. Bibliometrics can support the framework but rarely replaces the interpretive contribution.
amann-evidence-standards and the referees.Summarizing restates each paper; synthesizing makes papers talk to each other. Code the corpus as you read:
| Column | What to capture | |--------|-----------------| | Study | author–year; the contribution you cite it for | | Construct / question | exactly what it theorizes or measures (so incommensurable work is not pooled) | | Theory base | the lens it uses (so you can map streams and detect silos) | | Method / context | design, sample, setting (so you can weight credibility) | | Finding / claim | direction + magnitude or the conceptual move | | Tension | which work it agrees/conflicts with, and why |
This matrix feeds the organizing framework, the synthesis tables, and the even-handed treatment of debates. You appraise the studies (you are the field's reviewer-of-record); you do not re-run or "correct" them.
text【Method】narrative-integrative / systematic / bibliometric — and why 【Seed set】<canonical + proposal references> 【Search record】terms / databases / dates / counts logged? Y/N 【Snowball】backward+forward iterated to saturation? Y/N 【Inclusion logic】stated and consistently applied? Y/N 【Frontier + adjacency】recent WPs + bordering fields included? Y/N 【Saturation evidence】<where searches stopped yielding new must-cites> 【Coding matrix】construct/theory/method/finding/tension rows ready? Y/N 【Coverage risks】<any author/stream an omission referee could name> 【Next skill】→ amann-organizing-framework (impose the integrative spine on the matrix)
Other measured skills in the registry, with their headline benchmark lift.