cjms-empirical-validationUse when designing the real-data validation of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — forecasting and financial-engineering strands: data provenance, rolling out-of-sample tests, benchmark batteries, and significance of improvement. Validates methods on data; simulation-base
cjms-literature-reviewUse when building the literature review and contribution positioning for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — running the Chinese and international literatures as two lanes and pinning a nameable methodological increment. Positions the paper; it does not construct the mode
cjms-managerial-insightsUse when writing the managerial insights and countermeasure suggestions of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — turning model and experiment results into condition-decision-effect rules instead of policy slogans. Shapes the payoff section; it does not generate new results.
cjms-model-formulationUse when translating a real management setting into the formal model of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — situational elements into variables, constraints, objectives and defensible assumptions, across optimization, game, and data-driven model families. Builds the model
cjms-numerical-experimentsUse when designing the numerical experiments and 算例 of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — grounded parameter calibration, an experiment matrix, sensitivity analysis, and mechanism-level reading of results. For simulation and case computation; real-data method validation
cjms-rebuttalUse when responding to referee reports from 《中国管理科学》 (Chinese Journal of Management Science) — classifying comments, planning supplementary experiments or derivations, and drafting the point-by-point 修改说明. Works after the manuscript has actually been revised; it never fabricates changes.
cjms-solution-algorithmUse when choosing the solution route and delivering the algorithm section of a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — exact vs heuristic vs learning-based, with pseudocode, property analysis, and baseline comparison. Covers solving the model; the experiments that showcase it b
cjms-submissionUse when running the pre-submission preflight for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — the zgglkx.com portal flow, the 12-page limit, fee and timeline caveats, and the full formal checklist. Final gate before submission; it does not rewrite content.
cjms-tables-figuresUse when preparing tables, figures, formulas and pseudocode exhibits for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — three-line tables, equation-editor formulas with unified numbering, algorithm boxes, and convergence/sensitivity plots. Formats exhibits; the analysis behind them
cjms-topic-selectionUse when choosing or vetting a topic for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — testing fit with the journal's applied-modeling mission, mapping the paper to a column, and screening out sister-journal mismatches. Judges fit only; it does not build the model or write the revi
cjms-workflowUse when deciding which cjms-* sub-skill to invoke next, or when sequencing a 《中国管理科学》 (Chinese Journal of Management Science) manuscript from topic selection through rebuttal. The key fork is 优化建模 vs 数据驱动预测 vs 金融工程实证 — three strands the journal publishes side by side. Routes — does not replace — th
cjms-writing-styleUse when polishing structure and house style for a 《中国管理科学》 (Chinese Journal of Management Science) manuscript — the prescribed section order, the 100–200-character self-contained abstract, keywords, CLC number, 结语, sequential-coded references, and the English abstract block. Enforces house style; c