Research on organizations, markets and public decision-making.
81 published · View all articles →
Operational value depends on latency, resource use, interface dependencies, and reliability within the systems that must host the method. This structured evidence review evaluates "SIRIUS-SQL: Anchoring Multi-Candidate Text-to-SQL in Execut...
Read article →Robustness depends on whether conclusions remain stable when the data distribution, case mix, prevalence, or operating environment differs from the reported setting. This structured evidence review evaluates "SiriusDeliver: Automating Data...
Read article →Component-level evidence is needed to distinguish genuine contributions from gains produced by the surrounding pipeline. This structured evidence review evaluates "ZhuJiu: A Multi-dimensional, Multi-faceted Chinese Benchmark for Large Langu...
Read article →Evidence must be communicated through interfaces that preserve uncertainty, support interpretation, and avoid turning a model output into an unexplained recommendation. This structured evidence review evaluates "SQLGovernor: An LLM-powered...
Read article →Responsible adoption requires that performance be considered together with privacy exposure, governance controls, affected stakeholders, and routes for contesting decisions. This structured evidence review evaluates "SiriusBI: A Comprehensi...
Read article →Efficiency claims should state which resources are saved, what performance is exchanged, and whether the trade-off remains acceptable at operational scale. This structured evidence review evaluates "SIRIUS-SQL: Anchoring Multi-Candidate Tex...
Read article →Aggregate performance can conceal concentrated failures, so errors must be classified by cause, consequence, and the controls available to contain them. This structured evidence review evaluates "SiriusDeliver: Automating Data Warehouse Del...
Read article →A defensible evidence chain must show where data originated, how records were transformed, and which decisions can be reconstructed after publication. This structured evidence review evaluates "ZhuJiu: A Multi-dimensional, Multi-faceted Chi...
Read article →Transparent materials and comparable benchmarks are required to reproduce a result, locate disagreement, and determine whether improvements persist under a shared protocol. This structured evidence review evaluates "SQLGovernor: An LLM-powe...
Read article →Multimodal claims depend on alignment quality, the contribution of each information source, and the behavior of the system when one modality is noisy or missing. This structured evidence review evaluates "SiriusBI: A Comprehensive LLM-Power...
Read article →Cross-domain use depends on whether predictions remain calibrated when data sources, populations, and decision thresholds change. This structured evidence review evaluates "SIRIUS-SQL: Anchoring Multi-Candidate Text-to-SQL in Execution Feed...
Read article →Causal language requires a design that separates the proposed mechanism from selection effects, omitted variables, and other plausible explanations. This structured evidence review evaluates "SiriusDeliver: Automating Data Warehouse Deliver...
Read article →Benchmark performance is useful only when the evaluation setting represents the populations and operating conditions to which the result will be transferred. This structured evidence review evaluates "ZhuJiu: A Multi-dimensional, Multi-face...
Read article →Human oversight is meaningful when intervention points, responsibility, escalation paths, and the evidence available to decision makers are explicitly defined. This structured evidence review evaluates "SQLGovernor: An LLM-powered SQL Toolk...
Read article →Evaluation is persuasive only when the measured outcome corresponds to the construct claimed by the study and the comparison answers the stated research question. This structured evidence review evaluates "SiriusBI: A Comprehensive LLM-Powe...
Read article →Environmental compliance has become an important factor in industrial enterprise financing, especially for firms in chemicals, metallurgy, energy, building materials, and heavy manufacturing. Environmental penalties, emission violations, pr...
Read article →This review examines sustainable-finance taxonomies and capital allocation. The organizing question is whether classification rules change investment decisions, financing costs, transition plans, and greenwashing incentives. Ten related sch...
Read article →This review examines public-sector digital transformation and administrative burden. The organizing question is when digital services reduce time and friction rather than transfer work and exclusion risk to citizens. Ten related scholarly s...
Read article →This review examines green industrial policy under supply-chain fragmentation. The organizing question is how decarbonization, security, competition, trade, and regional development objectives can be evaluated together. Ten related scholarl...
Read article →This review examines artificial-intelligence adoption as an organizational capability. The organizing question is which complementary skills, processes, data, leadership, and learning routines convert tools into verifiable value. Ten relate...
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