leading-indicators
SkillDev toolsLeading economic indicators analysis, ISM PMI, yield curve, consumer sentiment UMCSI, jobless claims, building permits, economic turning point detection, recession signal analysis
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Then ask your AI: use the leading-indicators skill
What this skill tells your AI
The instructions your AI receives, as published by agentii-ai/agentii-investment-intelligence in plugins/vertical-plugins/macro-strategy/skills/agentii/leading-indicators/SKILL.md and read by ahel’s review.
Methodology inspired by publicly taught trading frameworks; all text is an original paraphrase.
Defaults
| Parameter | Default Value | Rationale |
|---|---|---|
| lookback_quarters | 4 | Standard window for leading-indicators |
| gdp_forecast_lag | 6 months | S&P 500 leads GDP with maximum statistical significance at the 6-month horizon (10-year rolling correlation avg: 0.56, 1960–2020) |
| indicator_frequency | weekly | Money-market and survey indicators are tracked weekly; GDP is quarterly |
| portfolio_bias | long / neutral / short | Macro view resolves to one of three biases governing portfolio construction |
Preflight
Run canonical pre-flight per contracts/preflight.md. Propagate X-Agentii-Trace per contracts/x-agentii-trace-header.md.
Data Source Priority
- Leading indicators framework —
references/leading-indicators-framework.md(bundled methodology) - Knowledge entries — query
search_knowledge_entriesfor supplementary L1 frameworks - Historical analogues — query
search_by_analogue(market_regime, event_type) - Real-time data — FRED (real rates, yield curve, money supply, credit spreads), ISM PMI, UMCSI, jobless claims, building permits, commodity prices, DXY
Methodology
Retrieval Scope
structured_only
Retrieval Strategy
This skill follows Branch (d) Simple Lookup from contracts/retrieval.md: query knowledge entries for L1 macro and leading-indicator frameworks; query search_by_analogue for historical regime analogues resolved from the indicator panel. No unstructured document retrieval.
Temporal Scope
See frontmatter temporal_scope block.
Tool Allowlist
See frontmatter allowed_tools.
Protocol
The Pro-Trader Systematic macroeconomic framework: predict GDP → predict stock-market returns. S&P 500 leads GDP by 6 months (10-year rolling correlation avg 0.56). Two analytical axes: Growth drives earnings (E); Liquidity drives price (P). Detailed indicator methodology, thresholds, and decision rules are in references/leading-indicators-framework.md.
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GDP Baseline: Quadrinomial method (S&P 500 quarterly returns 6-month lagged vs real GDP). Four outcomes: 0-0 (both down, 8.2%), 1-1 (both up, 60.9%), 0-1 (profit-taking, 25.6%), 1-0 (unpredictable, 5.3%). 10-year rolling correlation check. Apply to EuroStoxx 600 vs Eurozone GDP. Skip China Shenzhen (unreliable correlation ~0.05).
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Money Market Indicators (earliest and most reliable):
- Real interest rates: Nominal rate − CPI. Classify accommodative (< 0.5%), neutral (0.5–2%), restrictive (> 2%). Direction: falling = bullish; rising = bearish.
- Yield curve (2s10s): Normal/steep = expansionary. Flattening = transition. Inverted = recession (6–18 month lead). Steepening from inversion = recovery. Monitor TED spread (3m LIBOR vs 3m Treasury) for global dollar stress.
- Credit spreads: Hierarchy AA (ICE BofA, FRED) → BBB → CCC (junk moves first). Widening = contractionary → sell. Tightening = expansionary → buy. CCC blowout 400+ bps with AA calm = stress concentration.
- M2 Money Supply: Accessory only. Accelerating + falling real rates = confirm expansion. Decelerating + rising real rates = confirm contraction. Divergence = flag regime ambiguity.
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Survey Indicators:
- ISM Manufacturing PMI: > 50 expansion, < 50 contraction. Prioritize New Orders sub-component. PMI < 45 = strong contraction.
- UMCSI Consumer Sentiment: < 70 recession warning, > 90 confident. Sharp MoM drops > 5 points often precede equity corrections.
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Commodity Prices: Copper (pervasive industrial demand proxy — compare LME vs Shanghai). Brent crude (rising with copper = demand-driven, bullish; rising without copper = supply shock, bearish).
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Market & Forex: S&P 500 as ultimate daily leading indicator. DXY strengthening = tightening global conditions; weakening = loosening. Cross-reference DXY direction against credit spread direction.
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Coincident & Lagging Cross-Check: CPI, PPI, NFP (coincident); GDP, earnings, unemployment (lagging). Never trade on lagging indicators alone.
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International: European ESI, China PMI (Official vs Caixin — Caixin often leads), Japan Tankan + JGB, UK Gilts + PMI, Germany Bund + Ifo, Italy BTP-Bund spread. Apply local CPI for real rates.
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Dashboard & Bias Resolution: Score 11 indicator categories (high-weight: real rates, yield curve, credit spreads, ISM PMI, S&P 500). ≥ 60% expansionary → net long. ≥ 60% contractionary → net short. Mixed → neutral.
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Analogue Retrieval: Query
search_by_analoguewithmarket_regimeandevent_typematching current configuration. Cite via/v/. -
Regime Classification: Expansion / Contraction / Stagflation / Recovery with Bear/Base/Bull probability weights and transition catalysts.
Output File
{ticker}/{YYYY-MM-DD_HHMM}_leading-indicators_{affix}.md
Output Structure
- Executive Summary — GDP forecast (6-month forward), portfolio bias (long / neutral / short), regime classification with probability weights, top 3 signals in 2–3 sentences
- GDP Baseline — quadrinomial quadrant assignment, rolling correlation trend (S&P 500 vs GDP, 6-month lag), international comparison (Eurozone, China)
- Money Market Indicators — real interest rates (current level + direction), yield curve 2s10s (shape + direction), credit spreads (AA / BBB / CCC spreads over 10Y, direction + magnitude), M2 money supply growth (trend)
- Survey Indicators — ISM Manufacturing PMI (headline + new orders), UMCSI consumer sentiment (headline + expectations)
- Commodity & Market Signals — copper, Brent crude, S&P 500 quarterly direction, DXY trend
- International Context — European ESI, China PMI (official vs Caixin), other major economy indicators
- Leading Indicator Dashboard — weighted scorecard table with expansionary/contractionary signal count
- Regime Classification — regime type (Expansion / Contraction / Stagflation / Recovery), probability weights (Bear / Base / Bull), transition catalysts
- Portfolio Bias Recommendation — net long / net short / neutral with supporting evidence
- Historical Analogues — matched cases from
search_by_analoguewith/v/citations - Risk Assessment & Caveats — Fed intervention risk, signal divergence flags, data limitations
- Coverage Gaps — indicators with stale / missing data; degraded-mode annotations
Error Handling
| Error | Fallback |
|---|---|
| No L1 frameworks found | Proceed with the standard 10-indicator panel described in Protocol; flag degraded |
search_by_analogue empty | Note "no relevant historical analogues found" — do not fabricate |
| Real-time data unavailable | Use last-known values with staleness flag; indicate date of last observation |
| Credit spread data missing for one tier | Use available tiers (AA/BBB) and note the gap; CCC data is most volatile and optional |
| Yield curve data flat / 2Y missing | Use 3m10y or Fed funds vs 10Y as alternative curve; note substitution |
| International indicator missing | Proceed with US-only dashboard; flag international gap |
Memory Load
See contracts/memory-load.md.
Snapshot
See contracts/snapshot-synthesis.md.
Final Summary (TUI)
Include ### Key Citations block with 0-10 clickable /v/ URLs.
References
references/leading-indicators-framework.mdcontracts/citation-and-memory.mdcontracts/output-frontmatter-schema.mdcontracts/memory-load.mdcontracts/snapshot-synthesis.mdcontracts/preflight.mdcontracts/retrieval.md
Signals
- GitHub stars
- 204
- Forks
- 16
- Last commit
- Sep 2026
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leading-indicators- Source
- github.com/agentii-ai/agentii-investment-intelligence