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Playbooks

45 reproducible analysis workflows across the registry.

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45 playbooks
playbook pax steps · runtime engines
B
Cross-Domain Literature Survey
Literature synthesis across all 7 Bartel research domains. Uses unsupervised clustering to…
bartel-comp-materials
3 steps · 2 minutes
kmeans_clustering, correlation_matrix, ols_regression
B
Perovskite Formability Screening
Screen ABX3 compositions for perovskite formability using the revised tolerance factor…
bartel-comp-materials
4 steps · 2 minutes
logistic_regression, correlation_matrix, random_forest… 1 more
B
Quick Start — Bartel Comp Materials
Basic analysis workflow for the bartel_comp_materials domain.
bartel-comp-materials
1 steps · 1–3 minutes
logistic_regression
B
Stability Prediction Benchmark
Compare ML approaches for predicting thermodynamic stability (formation energy, energy…
bartel-comp-materials
4 steps · 3 minutes
pydmclab_ml_potential_relaxation, correlation_matrix, gradient_boosting… 1 more
B
Synthesis Feasibility Assessment
Evaluate synthesis feasibility for target materials by combining thermodynamic selectivity…
bartel-comp-materials
4 steps · 2 minutes
logistic_regression, correlation_matrix, synth_assess_selectivity… 1 more
B
Quick Start — Brain Drain vs. Brain Gain
Core analysis for any country-year panel exploring whether high-skilled emigration on net…
batista-et-al-2025-brain-drain-gain
7 steps · 2-5 minutes
descriptive_summary, shift_share_iv, difference_in_differences… 3 more
B
Replicate — Filipino Nurses Brain Gain (Abarcar & Theoharides 2024)
Reproducible analysis playbook for the headline brain-gain result in Batista et al.…
batista-et-al-2025-brain-drain-gain
10 steps · 10-20 minutes
subgroup_did, robustness_battery, pretrend_test… 4 more
B
KB Findings as Informative Priors
Formalize the "killer demo" of Bayesian + PAX — extract quantitative effect sizes from a…
bayesian-methods
7 steps
bayesian_linear_regression
B
Quick Start — Equity Trading Markets
Basic analysis workflow for the equity_trading_markets domain.
equity-trading-markets
1 steps · 1–3 minutes
correlation_matrix
B
Quick Start
Replicate key findings from Fearon & Laitin (2003) on civil war onset determinants
fearon-laitin-2003
4 steps
logistic_regression, descriptive_statistics
B
Replication Extension
Extend Fearon & Laitin analysis with post-2003 data and additional controls
fearon-laitin-2003
4 steps
logistic_regression
B
Composite Supply Chain Vulnerability Index Construction
Build a multi-criteria composite vulnerability index following OECD methodology. Uses AHP…
global-supply-chain-risk
7 steps
analytic_hierarchy_process, data_envelopment_analysis, topsis
B
Cross-Domain Supply Chain Risk Nexus
Identify connections between supply chain risk and other Praxis domains (climate,…
global-supply-chain-risk
4 steps
correlation_matrix
B
Disruption Simulation & Scenario Analysis
Simulation-based analysis: model supply chain disruption scenarios using discrete-event…
global-supply-chain-risk
6 steps
system_dynamics, discrete_event_simulation
B
ML Risk Classification & Explainability
Machine learning pipeline for supply chain disruption prediction: train ensemble models…
global-supply-chain-risk
8 steps
causal_forest, gradient_boosting, isolation_forest… 2 more
B
Network Resilience & Cascading Failure Assessment
Analyze supply chain network topology: compute centrality measures, identify critical…
global-supply-chain-risk
6 steps
percolation_analysis, community_detection, network_centrality_analysis
B
Quick Start — Supply Chain Risk Overview
Entry point analysis surveying key risk factor correlations and identifying highest-risk…
global-supply-chain-risk
4 steps
logistic_regression, correlation_matrix
B
Spatial Contagion & Geographic Risk Analysis
Full spatial analysis pipeline: test for spatial autocorrelation in supply chain risk…
global-supply-chain-risk
5 steps
morans_i, spatial_lag_model
B
Trade Flow Forecasting & Disruption Early Warning
Time series analysis pipeline: fit VAR models to trade flow data, test Granger causality…
global-supply-chain-risk
6 steps
granger_causality, changepoint_detection, vector_autoregression
B
Quick Start
Analyze income inequality patterns across countries and over time using Gini coefficients…
income-inequality-gini
5 steps
correlation, descriptive_statistics, regression
B
Load Country-Code Crosswalk — register + derive observations
Registers the bundled country_codes.csv as a DuckDB-queryable table and derives construct…
infrastructure-country-codes-crosswalk
5 steps · 5 seconds
B
DRC Coup Analysis — Full Pipeline
End-to-end pipeline capturing the data acquisition, merging, ingestion, and analysis…
military-coup-prediction
13 steps · 5-10 minutes
logistic_regression, correlation_matrix
B
Quick Start
Five-step workflow covering the full Matbench benchmark methodology: from linear baselines…
ml-materials-discovery
5 steps
gradient_boosting, ridge_regression, ols_regression… 2 more
B
Cross Domain Pmsc Nexus
How do PMSC findings connect to the broader conflict literature? Uses cross-domain bridges…
pmsc-market-for-force
2 steps
B
Pmsc Conflict Duration Survival
Does PMSC involvement extend or shorten conflicts? Tests competing hypotheses: Akcinaroglu…
pmsc-market-for-force
4 steps
B
Pmsc Conflict Intensity Replication
Replicate the core question: does PMSC presence increase conflict intensity? Tests…
pmsc-market-for-force
5 steps
B
Pmsc Literature Gap Survey
Systematic identification of gaps in the PMSC research landscape. Uses Praxis coverage,…
pmsc-market-for-force
3 steps
B
Pmsc Peace Durability Analysis
Do PMSCs affect post-conflict peace? Tests Bara & Kreutz (2022) credible commitment…
pmsc-market-for-force
2 steps
B
Pmsc Typology Clustering
Build an empirical typology from CMAD data using unsupervised learning. Test whether…
pmsc-market-for-force
3 steps
B
Quick Start — Pmsc Market For Force
Basic analysis workflow for the pmsc_market_for_force domain.
pmsc-market-for-force
2 steps · 1–3 minutes
logistic_regression, correlation_matrix
B
Prepare AR2013 — derive conflict-episode-year observations from the AR2013 COW panel
Derives conflict-episode-level construct observations from the Akcinaroglu & Radziszewski…
private-security-events-database
15 steps · 15 seconds
B
Prepare PSED — fetch + aggregate event-level → country-year
Fetches the PSED Dataverse file (DOI 10.7910/DVN/ZKKOK7, file 3365449), registers it as a…
private-security-events-database
5 steps · 30 seconds
B
Replicate Avant & Neu (2019) — Table 2: PMSCs and Civil War Duration
Three-step replication of Avant & Neu's reanalysis of Akcinaroglu & Radziszewski (2013)…
private-security-events-database
3 steps · 1 minute
cox_ph
B
Literature Synthesis
Synthesize findings across the sleep-cognition-productivity literature
sleep-cognition-productivity
3 steps
B
Quick Start
Analyze the relationship between sleep quality/duration and cognitive performance and…
sleep-cognition-productivity
5 steps
mediation_analysis, descriptive_statistics, regression
B
Quick Start — Evaluate Sentiment Classifiers on Beige Books
Reproduce the headline comparison from Smith & Lambert (2026): score the 200-chunk…
smith-lambert-2026-beigesage
10 steps · 5-30 minutes (depending on hardware and remote API latency)
correlation_matrix, autoregression_with_predictor, classification_metrics… 1 more
B
Reproduce BeigeSage from Scratch (Train + Evaluate)
End-to-end reproduction of the BeigeSage model: pull the base RoBERTa weights from…
smith-lambert-2026-beigesage
8 steps · ~6 hours on Colab T4 (39 min MLM pre-training + 5h14m fine-tuning + 1.6 min inference)
classification_metrics
B
Cross Domain Taxation Nexus
Maps how taxation constructs connect to adjacent economic domains: economic growth, income…
taxation-fiscal-policy
5 steps
B
Eti Bunching Replication
Implements the Saez (2010 AEJ:EP) bunching estimator to identify behavioral responses to…
taxation-fiscal-policy
5 steps
ols_regression
B
Literature Gap Survey
Systematic identification of evidence gaps in the taxation_fiscal domain. Uses Praxis…
taxation-fiscal-policy
5 steps
B
Piketty Saez Income Shares
Replicates the core empirical relationship from Piketty & Saez (2003 QJE, 2007 JEL): the…
taxation-fiscal-policy
5 steps
ols_regression
B
Romer Romer Narrative Replication
Replicates Romer & Romer (2010 AER) using their publicly available narrative tax change…
taxation-fiscal-policy
4 steps
ols_regression
B
Tax Compliance Enforcement
Replicates two landmark causal studies on tax compliance. First: Kleven et al. (2011…
taxation-fiscal-policy
5 steps
ols_regression
B
Tax Multiplier Replication
Replicate the core finding from Mertens & Ravn (2013 AER): personal and corporate income…
taxation-fiscal-policy
5 steps
ols_regression
B
Tax Revenue Capacity Frontier
Estimates cross-country tax capacity frontiers using the ICTD/UNU-WIDER Government Revenue…
taxation-fiscal-policy
5 steps
lasso_regression, kmeans_clustering, ols_regression