Skill UI

A comprehensive guide and workflow for identifying behavioral risks when migrating applications from Oracle to PostgreSQL. It cross-references code against known differences in complex areas such as empty strings, refcursors, type coercion, sorting, and concurrent transaction handling. Essential for both pre-migration architectural planning and post-migration validation testing.

Generates a structured, actionable integration testing plan for data access artifacts migrating from Oracle to PostgreSQL. The tool analyzes a single target project to identify repositories, DAOs, and service layers, prioritizing tests based on Oracle-specific features and known behavioral differences (e.g., date/time handling, type coercion). It ensures comprehensive test coverage for crucial database interactions.

A portable, framework-agnostic system designed for robust field-side observability in React or React Native apps. It establishes a strongly typed event taxonomy, ensures best-effort, non-blocking data fan-out across multiple analytics providers, and enforces consent gates for all telemetry data. This system complements synthetic testing by capturing real user vitals (LCP, INP, CLS) and behavioral events in production.

A comprehensive guide for designing rigorous experimental studies in behavioral science. It covers establishing causal links, testing psychological mechanisms (mediation and moderation), controlling confounding variables, conducting power analysis, and adhering to modern academic standards like pre-registration, ensuring research meets the high bar of top-tier journals.

This comprehensive guide helps researchers move beyond descriptive correlations to build rigorous, theory-driven manuscripts for top-tier IS journals. It outlines how to structure theoretical arguments based on specific research styles, including IT business value mechanisms, platform economics, behavioral models, and economic incentives, emphasizing the derivation of hypotheses and comparative statics before empirical testing.

A guide for integrating behavioral theory into rigorous empirical studies. It outlines the necessary steps to move beyond descriptive findings of irrationality by constructing a statistically identifiable behavioral model (e.g., incorporating loss aversion parameters) and testing it against rational baselines using controlled, incentive-compatible experimental designs. Essential for submitting papers requiring model explanation of behavioral biases.

A comprehensive guide for academic researchers preparing submissions for top-tier Information Systems journals like MIS Quarterly. It helps validate if a research idea is genuinely IT-centric, assigns it to one of the four core IS traditions (Behavioral, Design Science, Economics, Organizational), and selects the optimal manuscript genre to ensure scope and fit for publication.

This skill applies behavioral economics and price perception psychology to design pricing presentations, anchors, and tiers. It helps clarify value and fairness without misleading comparisons. Use it when structuring offers, testing conversion impacts, or framing prices for specific audience sensitivities. It ensures ethical pricing strategies that protect quality signals while optimizing willingness to pay.

Test and benchmark LLM agents using behavioral testing, capability assessment, reliability metrics, and production monitoring to catch regressions and ensure robust performance.