The World Economic Outlook | Migrating from imfr: where did IFS go? | Discovering data | Named database wrappers | API keys

Latest published month | Historical: 10-year nominal spot rate since 2000 | 5y5y forward implied inflation | OIS curve evolution across the rate cycle | The short end of the curve | When to reach for the archive | References

Stage 1: theory of change | Stage 2: evaluation plan | Stage 3: power and sample size | Stage 4: rate the evidence | Bringing it together | Reproducibility

Why this vignette matters | Setup | The Card (1995) proximity-to-college IV | The unconditional case: no exogenous controls | Bootstrap distribution | The conditional case: one exogenous control | Multivariate controls | Combining with modelsummary | The full workflow | References

Function-name crosswalk | Interface shifts | Sanity-check workflow | See also

The vintage table | Resolving an EFO by date | Pinning a session-wide vintage | Downloading a specific vintage | What's recorded as provenance | How vintage interacts with get_forecasts()

The standard schema | Index vs YoY: the v0.4.0 fix | Combining EFO with outturn from PFD | Comparing two vintages | What unit covers | Provenance

Getting started | Installation | Discovering releases | Fetching a usage table | Fetching arbitrary files | The aei_tbl class | Caching | Citing the data

Step 1: build the cashflows | Step 2: discount | Step 3: cost-effectiveness with magentabook | Step 4: net benefit at standard willingness-to-pay thresholds | Step 5: probabilistic sensitivity | Step 6: report | Composing with greenbook

Carbon values for appraisal | Net present value of an emissions path | Wellbeing valuation | Risk to life and health | Provenance

Discovery | Monthly tax receipts | VAT | Fuel duties | Tobacco duties | Corporation Tax | Stamp duty | R&D tax credits | Capital Gains Tax | Inheritance Tax | Patent Box | Creative Industries reliefs | Tax gap | Income Tax liabilities | Property transactions | Caching

Setup | A core macro panel | Transformations | Wide format for cross-series work | Default plot | A starting catalogue | Where to next

Setup | Step 1. The monthly indicator panel | Step 2. Bridge equation, latest vintage | Step 3. Pseudo-real-time backtest | Step 4. Honest error | Pinning the run for reproducibility | Further reading

Setup | Headline vs core, revised | First-release inflation | Real-time panel at FOMC vintages | Quantifying revisions | Reproducibility | Further reading

Why greenbook | The kinked STPR | Discount factors | Net present value | Equivalent annual net cost | Real-terms rebasing | What's next

The decomposition | Top-level revisions only | Per cent of GDP | Pairing with the forecast panel | Worked example: PSNB 2024-25 across the full vintage history | Provenance for cited results

Pulling the database | Filtering by fiscal event | Searching by theme | Aggregating to the Budget scorecard | Worked example: contribution of each fiscal event | Cross-vintage comparison

What changed after Chubb (2022) | Query the integrity scorecard | Filter to contested methods | Aggregating ACCUs by integrity tier | Warnings when querying a suspended method | Linking to the authoritative determination | Rule of thumb

1. Top 1 per cent income share (Atkinson-Leigh style) | 2. Corporate effective tax rate by industry (transparency data) | 3. Tax gap trend and confidence context | 4. HELP debt by age cohort

Conventions | aemo_price() : DISPATCHPRICE / TRADINGPRICE | aemo_demand() : DISPATCHREGIONSUM | aemo_dispatch_units() : DISPATCH_UNIT_SCADA / DISPATCHLOAD | aemo_constraints() : DISPATCHCONSTRAINT | aemo_gencon() : GENCONDATA | aemo_fcas_enablement() : DISPATCHLOAD | aemo_interconnector() : DISPATCHINTERCONNECTORRES | aemo_mlf() : MARGINALLOSSFACTOR | aemo_dlf() : LOSSFACTORMODEL | aemo_price_caps() : static reference | aemo_units() : DUDETAILSUMMARY | aemo_outages() : NETWORK_OUTAGEDETAIL | aemo_participants() : PARTICIPANT + DUDETAILSUMMARY

Schema map | Costing a hypothetical reform | Bridge to microdata | Summary

Setup | Fetch your datasets | Inspect the session manifest | Export the manifest for your paper appendix | Mint a DOI via Zenodo | Citing a dataset with full provenance

1. Safeguard declining baseline | Formula | Hand calculation | Package output | Sanity check at base year | 2. QCMR reconciliation | 3. SHA-256 integrity | Specification | Verification | Summary

Explicit scope selection | Climate Active translator | Reconciling facility-level electricity to corporate-level

LRET: accredited power stations | SRES: postcode installations | Quick compliance check | Reconciling against QCMR headline

The regime flag | Declining baseline trajectory | TEBA facilities | Analytical pitfall: summing across regimes | SMCs post-reform | Reconciling against the QCMR

1. ato_deflate() | Formula | Hand calculation | Sanity: identity at the base year | 2. ato_reconcile() | Warning threshold | 3. ato_per_capita() | 4. ato_sha256() | Specification | Verification | Summary

Build a multi-year panel | Harmonise column names | Reconcile against Commonwealth totals | Real-terms comparison | Per-capita normalisation

The NEM market clock | Period-ending timestamps | The 5-minute settlement transition (1 October 2021) | Intervention runs

The judge-IV design | Setup | A valid judge-IV design | A clear exclusion violation | What exactly is being tested | Inspecting the per-judge residuals | With covariates | Caveats | References

What this package does | A first call | Anatomy of the returned object | Detecting a clear violation | Adding covariates with Mourifie-Wan | Running all applicable tests at once | Reading the verdict | References

What is conformal prediction? | Quick start: regression | Model interface | Classification with Adaptive Prediction Sets | Mondrian conformal: group-conditional coverage | Diagnostics | Comparing methods | Choosing a method | Further reading

1. Available elections | 2. Two-party preferred trend | 3. Who won each election? | 4. First preference vote breakdown | 5. How did Richmond swing relative to NSW? | 6. Enrolment and turnout over time | Summary