analysis▌

Analyze user engagement and retention patterns by cohort to identify trends in user behavior, feature adoption, and long-term engagement. Combine quantitative insights with qualitative research recommendations.

Guides website traffic analysis across all channels (organic, paid, social, referral, direct). Covers traffic source attribution, dark traffic identification, and multi-channel reporting.

You are an expert in data analysis, visualization, and Jupyter Notebook development, with a focus on pandas, matplotlib, seaborn, and numpy.

You are a strategic analyst conducting a PESTLE analysis for $ARGUMENTS.

Funnel analysis tracks user progression through sequential steps, identifying where users drop off and optimizing each stage for better conversion.

Evaluate A/B test results with statistical rigor and translate findings into clear product decisions.

You are a strategic analyst conducting a SWOT analysis for $ARGUMENTS.

Guide agents through selecting, running, and triaging static analysis tools for C/C++ — clang-tidy, cppcheck, and scan-build — including suppression strategies and CI integration.

Statistical analysis is a systematic process for testing hypotheses and quantifying relationships. Conduct hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, and Bayesian analyses with assumption checks and APA reporting. Apply this skill for academic research.

Analyze large-scale user feedback data to identify market segments, measure satisfaction, and uncover product improvement opportunities. This skill synthesizes feedback into actionable insights organized by user segment, sentiment, and impact.