SMR Method Contribution
Use this to make the contribution explicit, proportional, and adoptable. SMR reviewers reward a
method that a working researcher can pick up and run; they punish vague "we propose a framework"
claims and overreaching generality.
The contribution sentence (write this before anything else)
Fill both brackets, no hedging:
Researchers who study [problem/setting] can now [do X they could not do, or stop doing Y that
misled them], because we [develop / evaluate / correct] [the method] under [the conditions].
If the second bracket is "get a slightly different number," the contribution is too thin. If it is
"do everything," it is overclaimed. The right size is one named problem, one named method, one
named condition set.
Position against the incumbent, not the void
Every SMR method displaces or repairs something. State the incumbent and its failure precisely:
- What practitioners do now (the default method, named).
- Where it breaks (a concrete regime: few clusters, weak instruments, non-invariance, MAR
failure, short panels, sparse networks, small df) — with the symptom a user would observe.
- Why your method fixes it (the mechanism: orthogonalization, bias correction, a weaker
assumption, a better small-sample approximation, a new estimand).
- What it costs (extra assumptions, computation, data requirements) — honest costs build trust.
A contribution framed only against "the literature" reads as throat-clearing; one framed against a
named default that fails in a named regime reads as a methods paper.
Contribution-type templates
| Type |
The claim must specify |
The reviewer will check |
| New estimator |
estimand, consistency conditions, efficiency vs. incumbent |
does it beat the incumbent where the incumbent is valid? |
| New diagnostic/test |
null, alternative, size, power region |
size control under the null; power where it matters |
| Evaluation paper |
methods compared, DGP space, decision rule |
are the realistic regimes covered, not a strawman? |
| Critique + fix |
the hidden assumption, the misuse, the correction |
is the corrected procedure actually usable? |
| Computational tool |
what it makes feasible, accuracy/scaling |
does it match the exact method or approximate it? |
Proportionality guardrails
- Claim a leading case, then say what does not extend. Reviewers trust authors who bound their
own claims.
- Distinguish "we prove" from "we show by simulation" from "we conjecture." Never let a simulated
result wear the language of a theorem.
- Resist the "general framework" frame unless you genuinely deliver generality with proofs; a sharp
special case beats a vague general one at SMR.
Checklist
Anti-patterns
- Framework inflation: "we develop a general framework" with no estimand, no theorem, no usable
procedure.
- Strawman incumbent: beating a method no one uses, or using it outside its stated domain.
- Mislabelled evidence: presenting Monte Carlo regularities as proven properties.
- Cost concealment: hiding the extra assumption or the computational burden the method requires.
- Undifferentiated novelty: a variant whose advantage over the closest existing method is never
pinned to a specific regime.
Output format
[Contribution sentence] <filled template>
[Incumbent + failure regime] <named method -> where it breaks>
[Fix mechanism] <orthogonalization / bias correction / weaker assumption / new estimand / ...>
[Honest cost] <assumptions / computation / data>
[Evidence type per claim] proved / simulated / conjectured
[Next SMR skill] smr-literature-positioning
Source: brycewang-stanford/Awesome-Journal-Skills → Sociological-Methods-and-Research-Skills/skills/smr-method-contribution/SKILL.md
1---2name: smr-method-contribution3description: Use when sharpening the core methodological claim of a Sociological Methods & Research (SMR) paper — the new estimator/design/diagnostic and exactly what it fixes versus existing methods. Frames and bounds the contribution; does not derive its properties or run simulations.4---567# SMR Method Contribution89Use this to make the contribution explicit, proportional, and adoptable. SMR reviewers reward a10method that a working researcher can pick up and run; they punish vague "we propose a framework"11claims and overreaching generality.1213## The contribution sentence (write this before anything else)1415Fill both brackets, no hedging:1617> *Researchers who study [problem/setting] can now [do X they could not do, or stop doing Y that18> misled them], because we [develop / evaluate / correct] [the method] under [the conditions].*1920If the second bracket is "get a slightly different number," the contribution is too thin. If it is21"do everything," it is overclaimed. The right size is **one named problem, one named method, one22named condition set**.2324## Position against the incumbent, not the void2526Every SMR method displaces or repairs something. State the incumbent and its failure precisely:2728- **What practitioners do now** (the default method, named).29- **Where it breaks** (a concrete regime: few clusters, weak instruments, non-invariance, MAR30 failure, short panels, sparse networks, small df) — with the *symptom* a user would observe.31- **Why your method fixes it** (the mechanism: orthogonalization, bias correction, a weaker32 assumption, a better small-sample approximation, a new estimand).33- **What it costs** (extra assumptions, computation, data requirements) — honest costs build trust.3435A contribution framed only against "the literature" reads as throat-clearing; one framed against a36named default that fails in a named regime reads as a methods paper.3738## Contribution-type templates3940| Type | The claim must specify | The reviewer will check |41|---|---|---|42| New estimator | estimand, consistency conditions, efficiency vs. incumbent | does it beat the incumbent where the incumbent is valid? |43| New diagnostic/test | null, alternative, size, power region | size control under the null; power where it matters |44| Evaluation paper | methods compared, DGP space, decision rule | are the realistic regimes covered, not a strawman? |45| Critique + fix | the hidden assumption, the misuse, the correction | is the corrected procedure actually usable? |46| Computational tool | what it makes feasible, accuracy/scaling | does it match the exact method or approximate it? |4748## Proportionality guardrails4950- Claim a **leading case**, then say what does *not* extend. Reviewers trust authors who bound their51 own claims.52- Distinguish "we prove" from "we show by simulation" from "we conjecture." Never let a simulated53 result wear the language of a theorem.54- Resist the "general framework" frame unless you genuinely deliver generality with proofs; a sharp55 special case beats a vague general one at SMR.5657## Checklist5859- [ ] The contribution sentence is written with both brackets filled and no hedging.60- [ ] The named incumbent method and its concrete failure regime are stated.61- [ ] The fix mechanism is named (not just "performs better").62- [ ] The honest cost of the method (assumptions/computation/data) is stated.63- [ ] Proof-backed claims are separated from simulation-backed and conjectured claims.64- [ ] The claim is bounded: what does not extend is stated.6566## Anti-patterns6768- **Framework inflation**: "we develop a general framework" with no estimand, no theorem, no usable69 procedure.70- **Strawman incumbent**: beating a method no one uses, or using it outside its stated domain.71- **Mislabelled evidence**: presenting Monte Carlo regularities as proven properties.72- **Cost concealment**: hiding the extra assumption or the computational burden the method requires.73- **Undifferentiated novelty**: a variant whose advantage over the closest existing method is never74 pinned to a specific regime.7576## Output format7778```text79[Contribution sentence] <filled template>80[Incumbent + failure regime] <named method -> where it breaks>81[Fix mechanism] <orthogonalization / bias correction / weaker assumption / new estimand / ...>82[Honest cost] <assumptions / computation / data>83[Evidence type per claim] proved / simulated / conjectured84[Next SMR skill] smr-literature-positioning85```8687---8889**Source:** [`brycewang-stanford/Awesome-Journal-Skills`](https://github.com/brycewang-stanford/Awesome-Journal-Skills) → `Sociological-Methods-and-Research-Skills/skills/smr-method-contribution/SKILL.md`
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