Component Signal Coverage

Read-only training-data coverage surface for research.component_signal and matured component_signal_evaluation rows. Exact distinct symbol/date cardinalities are intentionally omitted from this report to keep the daily step lightweight.

Run component_signal_coverage_report_20260718T062314Z | report date 2026-07-17 | generated UTC 2026-07-18T06:24:43.741818+00:00

Executive Summary

Component-horizon rows135
Components tracked86
Signal rows10,604,870
Current eligible rows1,167,135
Evaluated outcomes3,123,143
Enabled outcome-covered rows41
Review-only outcome-covered rows60
Train-next positive candidates16
Inspect inverse/risk candidates11
awaiting_outcomes15
outcome_covered101
sparse_outcomes19

This report indicates coverage and training readiness. Production weighting still depends on explicit promotion gates, leakage checks, and operator review.

Review-Only Promotion Triage

This section looks only at disabled/review-only rows with matured outcome coverage. Thresholds are intentionally simple: at least 1,000 evaluated rows, positive-candidate hit rate at or above 55.0%, and inverse/risk-orientation hit rate at or below 45.0%. Directional hit rate is a triage signal, not a promotion decision.

Train Next: Positive-Oriented Candidates

ComponentOwnerHorizonCurrent SignalsEvaluatedEval %Hit RateNext Action
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
2168,99325,53333.5%58.1%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
return_prediction
533,47224,92274.5%55.6%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
517,73016,34192.2%57.7%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
piotroski_financial_strength_score
Piotroski Financial Strength Score
stock_valuation_model_lab
quality
2032,2266,85121.2%61.8%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
beneish_accounting_quality_score
Beneish Accounting Quality Score
stock_valuation_model_lab
risk
2032,2266,85121.2%59.6%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
relative_multiples_value_score
Relative Multiples Value Score
stock_valuation_model_lab
value
2032,2266,85121.2%56.9%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
sector_specific_value_score
Sector Specific Value Score
stock_valuation_model_lab
value
2032,2266,85121.2%56.2%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
2017,6955,63231.8%67.0%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
sec_notes_legal_contingency_risk
SEC Notes Legal And Contingency Risk
sec_statement_notes_signal_model
risk
219,4865,4322.6%55.2%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
sec_notes_debt_liquidity_risk
SEC Notes Debt And Liquidity Risk
sec_statement_notes_signal_model
risk
219,3205,3162.5%55.5%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
sec_notes_dilution_instrument_risk
SEC Notes Dilution Instrument Risk
sec_statement_notes_signal_model
risk
219,0245,1652.5%55.7%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.
sec_notes_segment_complexity_signal
SEC Notes Segment Complexity Signal
sec_statement_notes_signal_model
other
219,0215,1553.3%55.9%Prioritize in challenger-stack training; still require leakage, sector, and stability review before promotion.

Inspect Orientation: Inverted Or Risk Candidates

ComponentOwnerHorizonCurrent SignalsEvaluatedEval %Hit RateNext Action
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
1195,787165,63652.3%39.3%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
other
1130,40198,07340.6%39.6%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
identity_corporate_structure_risk
Identity And Corporate Structure Risk
stock_decision_visibility_models
risk
132,86632,75499.7%37.5%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
sec_xbrl_reconciliation_signal
SEC XBRL Reconciliation Signal
stock_decision_visibility_models
risk
131,53132,04799.3%19.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
other
132,53625,49570.1%32.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
other
532,53621,67759.6%37.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
other
118,50715,30514.3%34.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
forward_estimate_value_score
Forward Estimate Value Score
stock_valuation_model_lab
value
2032,2266,85121.2%7.2%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
bea_supply_chain_pressure_score
BEA Supply Chain Pressure Score
stock_decision_visibility_models
other
2032,8665,78417.6%44.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
dividend_income_value_score
Dividend Income Value Score
stock_valuation_model_lab
value
2032,2265,73617.8%35.7%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.
factor_adjusted_residual_momentum
Factor Adjusted Residual Momentum
factor_attribution_model
momentum
213,7243,71299.7%44.3%Inspect sign/orientation. Low directional hit can still be useful as an inverted or risk-avoidance feature.

Validate In Stack

ComponentOwnerHorizonCurrent SignalsEvaluatedEval %Hit RateNext Action
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
5195,790145,25945.8%46.3%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
other
5130,40180,48433.3%47.0%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
1068,97660,46579.3%52.7%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
return_prediction
133,47231,33093.6%51.7%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
117,76017,08896.2%53.6%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
other
518,50711,63210.9%48.7%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
cash_flow_yield_value_score
Cash Flow Yield Value Score
stock_valuation_model_lab
value
2032,2265,73417.8%55.0%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
factor_tilt_value_quality_score
Factor Tilt Value Quality Score
stock_valuation_model_lab
value
2032,2265,73417.8%54.8%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
quality_compounder_value_score
Quality Compounder Value Score
stock_valuation_model_lab
quality
2032,2265,73417.8%53.9%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
residual_income_value_score
Residual Income Value Score
stock_valuation_model_lab
value
2032,2265,73417.8%53.7%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
shareholder_yield_value_score
Shareholder Yield Value Score
stock_valuation_model_lab
value
2032,2265,73417.8%53.2%Coverage is usable; test incremental lift in constrained stack before any manual weighting.
magic_formula_value_score
Magic Formula Value Score
stock_valuation_model_lab
value
2032,2265,73417.8%52.9%Coverage is usable; test incremental lift in constrained stack before any manual weighting.

Collect More Outcomes

ComponentOwnerHorizonCurrent SignalsEvaluatedEval %Hit RateNext Action
No review-only outcome-covered rows currently need more matured outcomes.

Queued Outcome Gaps

This DB-local section comes from research.component_signal_outcome_gap_operator_view joined to the model-development queue. It separates missing curated price_history assets from rows that appear immature or need another bounded outcome-sync pass. Maturity is estimated from catalog price coverage dates; exact sync still reads local price Parquet by trading-session offset. For a single queued row, start with .\scripts\run-stock-opportunity-research-training.ps1 -ComponentKey <key> -OwnerName <owner> -OutcomeHorizon <days> -SkipTraining; train only after the local sync increases evaluated rows or the queue already satisfies the training gates.

Queued gap rows40
Pending outcomes731,104
Missing price rows9,920
Estimated not matured251,009
Estimated mature pending291,152
backfill_missing_price_history8
rerun_or_inspect_component_outcome_sync32
RankComponentOwner / ActionHorizonStatusPendingMissing PriceNot MaturedMature PendingPrice CoverageExamplesOperator Action
1relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
test_inverted_sign_and_risk_filter
1backfill_missing_price_history39,5582,14729372026-07-01 -> 2026-07-160DP4.L, 0F2Q.L, 0FM2.L, 0H7S.L, 0HYR.L, 0I17.L, 0IBD.L, 0JOE.L, 0JXB.L, 0K9K.L, 0KH6.L, 0KW8.LBackfill or repair curated price_history assets for the missing symbols, then rerun bounded component-outcome sync.
2macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
1backfill_missing_price_history37,5162,09626302026-07-01 -> 2026-07-160DP4.L, 0F2Q.L, 0FM2.L, 0H7S.L, 0HYR.L, 0I17.L, 0IBD.L, 0JOE.L, 0JXB.L, 0K9K.L, 0KH6.L, 0KW8.LBackfill or repair curated price_history assets for the missing symbols, then rerun bounded component-outcome sync.
3sec_xbrl_reconciliation_signal
SEC XBRL Reconciliation Signal
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
1rerun_or_inspect_component_outcome_sync1000802026-07-01 -> 2026-07-13Price assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
4energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
1backfill_missing_price_history7,5773847122026-07-01 -> 2026-07-160JXB.L, 0Q82.L, 0QLY.L, 0UAI.L, AGK.L, ALA-PK.TO, ALP-PQ, ALRCF, APF.L, APY.TO, BAM-A.TO, BIR-PC.TOBackfill or repair curated price_history assets for the missing symbols, then rerun bounded component-outcome sync.
5identity_corporate_structure_risk
Identity And Corporate Structure Risk
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
1rerun_or_inspect_component_outcome_sync1120902026-07-01 -> 2026-07-13Price assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
6forward_estimate_value_score
Forward Estimate Value Score
stock_valuation_model_lab
test_inverted_sign_and_risk_filter
20rerun_or_inspect_component_outcome_sync25,375013,76511,4422026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
7energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
5backfill_missing_price_history11,392384193,4872026-07-01 -> 2026-07-160JXB.L, 0Q82.L, 0QLY.L, 0UAI.L, AGK.L, ALA-PK.TO, ALP-PQ, ALRCF, APF.L, APY.TO, BAM-A.TO, BIR-PC.TOBackfill or repair curated price_history assets for the missing symbols, then rerun bounded component-outcome sync.
8census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
test_inverted_sign_and_risk_filter
1backfill_missing_price_history6,22933314102026-07-01 -> 2026-07-160F2Q.L, 0H7S.L, 0IBD.L, 0JOE.L, 0K9K.L, 0KH6.L, 0LN5.L, 0M1U.L, 0M3F.L, 0MSG.L, 0N42.L, 0QKJ.LBackfill or repair curated price_history assets for the missing symbols, then rerun bounded component-outcome sync.
9relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
train_direct_challenger
21rerun_or_inspect_component_outcome_sync47,146015,53131,4352026-07-01 -> 2026-07-16A, AA, AAA, AAACX, AABB, AABPX, AACG, AACS, AADBX, AADEX, AAFTX, AAGCPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
10historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
train_direct_challenger
5rerun_or_inspect_component_outcome_sync8,55006,3882,1442026-07-01 -> 2026-07-16A, AA, AAL, AAON, AAP, AAPL, AB, ABCB, ABEO, ABEV, ABG, ABMPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
11analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
train_direct_challenger
5rerun_or_inspect_component_outcome_sync1,38901,35842026-07-01 -> 2026-07-16CPRX, EEX, NUVLPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
12analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
train_direct_challenger
20rerun_or_inspect_component_outcome_sync12,06306,8105,2082026-07-01 -> 2026-07-16A, AAL, AAON, AAPL, AB, ABBV, ABCB, ABCL, ABG, ABM, ABNB, ABTPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
13dividend_income_value_score
Dividend Income Value Score
stock_valuation_model_lab
test_inverted_sign_and_risk_filter
20rerun_or_inspect_component_outcome_sync26,490013,76512,5572026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
14piotroski_financial_strength_score
Piotroski Financial Strength Score
stock_valuation_model_lab
train_direct_challenger
20rerun_or_inspect_component_outcome_sync25,375013,76511,4422026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
15beneish_accounting_quality_score
Beneish Accounting Quality Score
stock_valuation_model_lab
train_direct_challenger
20rerun_or_inspect_component_outcome_sync25,375013,76511,4422026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
16historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
train_direct_challenger
21rerun_or_inspect_component_outcome_sync29,732018,32511,3652026-07-01 -> 2026-07-16A, AA, AAL, AAON, AAP, AAPL, AB, ABCB, ABEO, ABEV, ABG, ABMPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
17relative_multiples_value_score
Relative Multiples Value Score
stock_valuation_model_lab
train_direct_challenger
20rerun_or_inspect_component_outcome_sync25,375013,76511,4422026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
18sector_specific_value_score
Sector Specific Value Score
stock_valuation_model_lab
train_direct_challenger
20rerun_or_inspect_component_outcome_sync25,375013,76511,4422026-07-01 -> 2026-07-16A, AA, AAL, AAMI, AAOI, AAON, AAP, AAPL, AAT, AB, ABBV, ABCBPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
19sec_notes_segment_complexity_signal
SEC Notes Segment Complexity Signal
sec_statement_notes_signal_model
train_direct_challenger
21rerun_or_inspect_component_outcome_sync3,866003,7252026-07-01 -> 2026-07-16AAAU, AACBU, AACIW, AACOW, AACPU, AAMI, AAOI, AAON, AAP, AAPI, AAPL, AARDPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.
20sec_notes_concentration_supply_risk
SEC Notes Concentration And Supply Risk
sec_statement_notes_signal_model
train_direct_challenger
21rerun_or_inspect_component_outcome_sync3,650003,5142026-07-01 -> 2026-07-16AAAU, AACIW, AACOW, AAMI, AAOI, AAON, AAP, AAPL, AARD, AAT, AAWH, ABATPrice assets exist for pending rows. Rerun bounded component-outcome sync, then inspect remaining examples for unreadable or insufficient price files.

Training Coverage Highlights

Outcome-covered rows are useful candidates for research training or validation. Review-only rows remain disabled until a separate promotion gate approves them.

Enabled Outcome-Covered Inputs

ComponentOwnerHorizonCurrent EligibleEvaluatedEval %Hit RateAction
markov_state_blend
Markov State Blend
local_model_data_foundation141,326244,05496.3%49.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation141,326244,05496.3%48.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation541,326217,93586.0%40.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation541,326217,93586.0%39.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation1041,326173,36868.4%38.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation1041,326173,36868.4%35.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
fundamental_quality
Fundamental Quality
local_model_data_foundation141,41241,28999.6%51.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
fundamental_value
Fundamental Value
local_model_data_foundation141,41241,28999.6%50.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
liquidity_dilution_risk
Liquidity And Dilution Risk
local_model_data_foundation141,41241,28999.6%10.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation2141,32639,05415.4%23.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation2141,32639,05415.4%21.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
government_trade_activity
Government Trade Activity
stock_opportunity_ensemble134,53534,41399.6%7.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.

Review-Only Outcome-Covered Inputs

ComponentOwnerHorizonCurrent EligibleEvaluatedEval %Hit RateAction
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph10165,63652.3%39.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph50145,25945.8%46.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models1098,07340.6%39.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models5080,48433.3%47.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph10060,46579.3%52.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
identity_corporate_structure_risk
Identity And Corporate Structure Risk
stock_decision_visibility_models1032,75499.7%37.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_xbrl_reconciliation_signal
SEC XBRL Reconciliation Signal
stock_decision_visibility_models1032,04799.3%19.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation1031,33093.6%51.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph21025,53333.5%58.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models1025,49570.1%32.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation5024,92274.5%55.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models5021,67759.6%37.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.

Sparse Outcome Inputs

ComponentOwnerHorizonCurrent EligibleEvaluatedEval %Hit RateAction
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models2007202.0%39.9%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_dividend_policy_alpha
Historical Dividend Policy Alpha
historical_alpha_model_lab210940.7%63.8%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_earnings_surprise_alpha
Historical Earnings Surprise Alpha
historical_alpha_model_lab210760.5%59.2%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_fundamental_factor_alpha
Historical Fundamental Factor Alpha
historical_alpha_model_lab210730.5%35.6%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_sec_filing_event_alpha
Historical SEC Filing Event Alpha
historical_alpha_model_lab210640.5%51.6%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
commodity_carry_value_score
Commodity Carry Value Score
stock_valuation_model_lab200180.1%33.3%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
commodity_inventory_positioning_value_score
Commodity Inventory And Positioning Value Score
stock_valuation_model_lab200180.1%44.4%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
cost_of_capital_adjusted_value_score
Cost Of Capital Adjusted Value Score
stock_valuation_model_lab200180.1%66.7%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.

Awaiting Outcome Inputs

ComponentOwnerHorizonCurrent EligibleEvaluatedEval %Hit RateAction
markov_state_blend
Markov State Blend
local_model_data_foundation6341,32600.0%No matured outcome rows yet; keep collecting forward returns before training.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation6341,32600.0%No matured outcome rows yet; keep collecting forward returns before training.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph63000.0%No matured outcome rows yet; keep collecting forward returns before training.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models20000.0%No matured outcome rows yet; keep collecting forward returns before training.
historical_earnings_surprise_alpha
Historical Earnings Surprise Alpha
historical_alpha_model_lab63000.0%No matured outcome rows yet; keep collecting forward returns before training.
historical_fundamental_factor_alpha
Historical Fundamental Factor Alpha
historical_alpha_model_lab63000.0%No matured outcome rows yet; keep collecting forward returns before training.
historical_sec_filing_event_alpha
Historical SEC Filing Event Alpha
historical_alpha_model_lab63000.0%No matured outcome rows yet; keep collecting forward returns before training.
historical_dividend_policy_alpha
Historical Dividend Policy Alpha
historical_alpha_model_lab63000.0%No matured outcome rows yet; keep collecting forward returns before training.

Ontology Concept Coverage

Concept tags come from research.component_definition.metadata.ontology_concepts and are summarized through research.component_ontology_concept_operator_view. They organize review-only and enabled model inputs by meaning; they do not change rank weights.

ConceptMeaningComponentsComponent-Horizon RowsSignalsCurrent SignalsEvaluatedLatest SignalOwners
forecast_opinion
Forecast opinion
Analyst, price-target, market-opinion, or other forecast-view evidence.7192,700,3532,700,3191,462,6772026-07-13local_model_data_foundation, stock_decision_visibility_models, stock_valuation_model_lab
price_momentum_regime
Price momentum regime
Recent price-action, Markov state, momentum, mean-reversion, or risk-appetite evidence.5152,671,8302,671,7961,418,2602026-07-16factor_attribution_model, local_model_data_foundation, stock_valuation_model_lab
macro_sector_transmission
Macro and sector transmission
Policy, commodity, geopolitical, sector, or broad macro transmission evidence.9222,468,7051,480,117766,9842026-07-13local_model_data_foundation, market_relationship_graph, stock_decision_visibility_models, stock_opportunity_ensemble, stock_valuation_model_lab
capital_structure_dilution
Capital structure and dilution
Share supply, offering, convertible, warrant, shelf, or dilution evidence.6101,364,800171,643130,9802026-07-13local_model_data_foundation, sec_statement_notes_signal_model
accounting_quality
Accounting quality
Financial reporting, controls, restatement, auditor, or XBRL-quality evidence.7111,054,447182,73788,0502026-07-13local_model_data_foundation, sec_statement_notes_signal_model, stock_decision_visibility_models, stock_valuation_model_lab
fundamental_value
Fundamental value
Cheapness, intrinsic value, cash-flow yield, book value, peer, DCF, or expected-return evidence from company fundamentals.2931815,006814,188147,6162026-07-16historical_alpha_model_lab, local_model_data_foundation, stock_decision_visibility_models, stock_valuation_model_lab
distress_financing
Distress and financing
Default, covenant, liquidity warning, refinancing, going-concern, or solvency evidence.79793,069186,33493,0082026-07-13local_model_data_foundation, sec_statement_notes_signal_model, stock_valuation_model_lab
legal_regulatory_risk
Legal and regulatory risk
Litigation, investigation, enforcement, approval, recall, or compliance evidence.35683,51276,45955,2972026-07-13local_model_data_foundation, sec_statement_notes_signal_model
issuer_disclosure
Issuer disclosure
First-party issuer or distributor communication evidence.59602,741153,80698,3542026-07-16historical_alpha_model_lab, local_model_data_foundation, sec_statement_notes_signal_model, stock_decision_visibility_models
supply_chain_logistics
Supply-chain logistics
Logistics capacity, supplier delay, inventory shortage, or working-capital pressure evidence.24540,94658,91814,0402026-07-13sec_statement_notes_signal_model, stock_decision_visibility_models
operating_performance_expectations
Operating performance expectations
Earnings, guidance, demand, margin, backlog, or estimate-expectation evidence.59435,100169,42877,9292026-07-16historical_alpha_model_lab, local_model_data_foundation, stock_decision_visibility_models, stock_valuation_model_lab
governance_related_party
Governance and related party
Related-party, insider loan, guarantee, compensation, or conflict-of-interest evidence.35431,94283,54668,6392026-07-13local_model_data_foundation, sec_statement_notes_signal_model
quality_compounding
Quality compounding
Durable profitability, ROIC, margin quality, conservative reinvestment, or quality-at-a-fair-price evidence.1214377,963377,60594,7482026-07-16historical_alpha_model_lab, local_model_data_foundation, stock_valuation_model_lab
margin_of_safety
Margin of safety
Balance-sheet cushion, net-asset-value support, downside discount, intrinsic-to-price spread, or conservative valuation buffer evidence.1313344,763344,40776,9172026-07-13local_model_data_foundation, stock_decision_visibility_models, stock_valuation_model_lab
valuation_sentiment
Valuation sentiment
Valuation, trade idea, market sentiment, or expected-return narrative evidence.57151,629151,56184,4762026-07-13local_model_data_foundation, stock_decision_visibility_models, stock_valuation_model_lab
commodity_price_exposure
Commodity price exposure
Commodity price, fuel-cost, producer cash-flow, or commodity-cycle evidence.35146,091134,51847,9282026-07-13stock_decision_visibility_models, stock_valuation_model_lab
capital_return_policy
Capital return policy
Dividend, buyback, or shareholder capital-return evidence.57135,516135,42628,9472026-07-16historical_alpha_model_lab, local_model_data_foundation, stock_valuation_model_lab
ownership_control
Ownership and control
Beneficial ownership, activist, dual-class, concentration, or governance-control evidence.44105,823105,66595,2922026-07-13local_model_data_foundation, stock_decision_visibility_models
residual_return_regime
Residual return regime
Factor-adjusted residual return, idiosyncratic shock, or relative-performance evidence.24104,140104,14063,7042026-07-16factor_attribution_model, local_model_data_foundation
trade_policy_sensitivity
Trade policy sensitivity
Tariff, sanctions, export-control, market-access, or trade-policy cost evidence.13103,605103,60569,9292026-07-13stock_opportunity_ensemble
corporate_action_control
Corporate action and control
M&A, divestiture, strategic review, takeover, or control-change evidence.4499,24099,21877,9802026-07-13local_model_data_foundation, stock_valuation_model_lab
disclosure_change_risk
Disclosure change risk
Risk-factor, MD&A, legal, liquidity, controls, or disclosure-novelty evidence.2473,01973,01936,3292026-07-16historical_alpha_model_lab, local_model_data_foundation
liquidity_capacity
Liquidity and capacity
Average dollar-volume, execution capacity, slippage, or tradability evidence.1141,45441,41241,2892026-07-13local_model_data_foundation
cybersecurity_risk
Cybersecurity risk
Cyber incident, breach, ransomware, vulnerability, or cyber-demand evidence.2237,91137,91136,5892026-07-13local_model_data_foundation
insider_ownership_behavior
Insider ownership behavior
Insider transaction, ownership-alignment, purchase, sale, grant, or exercise evidence.1134,50334,50333,2852026-07-13local_model_data_foundation
monetary_policy_rates
Monetary policy and rates
Interest-rate, discount-rate, financing-cost, credit-condition, or valuation-rate evidence.1118,47718,455182026-07-13stock_valuation_model_lab
product_contract_commercialization
Product, contract, and commercialization
Product, customer, contract, partnership, launch, approval, or commercialization evidence.1110,88010,88010,5122026-07-13local_model_data_foundation
operational_labor_risk
Operational and labor risk
Restructuring, labor, production, cost, disruption, or capacity evidence.115,3465,3465,1632026-07-13local_model_data_foundation

Owner Summary

OwnerComponent-Horizon RowsSignal RowsEvaluated Rows
factor_attribution_model13,7243,712
historical_alpha_model_lab12163,56021,052
local_model_data_foundation433,340,1182,083,517
market_relationship_graph61,118,097401,878
sec_statement_notes_signal_model213,677,31056,310
stock_decision_visibility_models171,331,532366,262
stock_opportunity_ensemble3103,60569,929
stock_valuation_model_lab32866,924120,483

Component Detail

Component Owner Horizon Outcome Status Signals Current Eligible Evaluated Eval % Signal Date Range Lag Days Avg Confidence Directional Hit Operator Action
historical_dividend_policy_alpha
Historical Dividend Policy Alpha
historical_alpha_model_lab
value
63awaiting_outcomes13,324000.0%2026-06-05 -> 2026-07-1620.3225No matured outcome rows yet; keep collecting forward returns before training.
historical_earnings_surprise_alpha
Historical Earnings Surprise Alpha
historical_alpha_model_lab
event
63awaiting_outcomes13,847000.0%2026-06-05 -> 2026-07-1620.2504No matured outcome rows yet; keep collecting forward returns before training.
historical_fundamental_factor_alpha
Historical Fundamental Factor Alpha
historical_alpha_model_lab
value
63awaiting_outcomes13,825000.0%2026-06-05 -> 2026-07-1620.2784No matured outcome rows yet; keep collecting forward returns before training.
historical_sec_filing_event_alpha
Historical SEC Filing Event Alpha
historical_alpha_model_lab
event
63awaiting_outcomes13,524000.0%2026-06-05 -> 2026-07-1620.3297No matured outcome rows yet; keep collecting forward returns before training.
markov_state_blend
Markov State Blend
local_model_data_foundation
return_prediction
63awaiting_outcomes253,54341,32600.0%2026-05-29 -> 2026-07-1350.5064No matured outcome rows yet; keep collecting forward returns before training.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation
return_prediction
63awaiting_outcomes253,54341,32600.0%2026-05-29 -> 2026-07-1350.5308No matured outcome rows yet; keep collecting forward returns before training.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
63awaiting_outcomes76,220000.0%2026-04-30 -> 2026-07-1350.2447No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_accounting_quality_risk
SEC Notes Accounting Quality Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes147,752000.0%2009-04-30 -> 2026-05-29500.5634No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_concentration_supply_risk
SEC Notes Concentration And Supply Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes169,360000.0%2009-04-23 -> 2026-05-29500.6591No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_debt_liquidity_risk
SEC Notes Debt And Liquidity Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes211,535000.0%2009-04-15 -> 2026-05-29500.8376No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_dilution_instrument_risk
SEC Notes Dilution Instrument Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes204,514000.0%2009-04-15 -> 2026-05-29500.8001No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_legal_contingency_risk
SEC Notes Legal And Contingency Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes211,837000.0%2009-04-15 -> 2026-05-29500.6505No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_related_party_risk
SEC Notes Related Party Risk
sec_statement_notes_signal_model
risk
126awaiting_outcomes122,349000.0%2009-04-15 -> 2026-05-29500.5705No matured outcome rows yet; keep collecting forward returns before training.
sec_notes_segment_complexity_signal
SEC Notes Segment Complexity Signal
sec_statement_notes_signal_model
other
126awaiting_outcomes158,423000.0%2009-04-15 -> 2026-05-29500.5791No matured outcome rows yet; keep collecting forward returns before training.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
other
20awaiting_outcomes107,053000.0%2026-06-20 -> 2026-07-02160.0634No matured outcome rows yet; keep collecting forward returns before training.
historical_dividend_policy_alpha
Historical Dividend Policy Alpha
historical_alpha_model_lab
value
21sparse_outcomes13,3240940.7%2026-06-05 -> 2026-07-1620.285363.8%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_earnings_surprise_alpha
Historical Earnings Surprise Alpha
historical_alpha_model_lab
event
21sparse_outcomes13,8470760.5%2026-06-05 -> 2026-07-1620.213659.2%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_fundamental_factor_alpha
Historical Fundamental Factor Alpha
historical_alpha_model_lab
value
21sparse_outcomes13,8250730.5%2026-06-05 -> 2026-07-1620.245535.6%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
historical_sec_filing_event_alpha
Historical SEC Filing Event Alpha
historical_alpha_model_lab
event
21sparse_outcomes13,5240640.5%2026-06-05 -> 2026-07-1620.300551.6%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
beneficial_ownership_control_signal
Beneficial Ownership Control Signal
stock_decision_visibility_models
risk
20sparse_outcomes7,9940130.2%2026-06-01 -> 2026-07-1350.768615.4%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
other
20sparse_outcomes36,37907202.0%2026-06-10 -> 2026-07-02160.083039.9%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_statement_segment_sotp_signal
SEC Statement Segment/SOTP Visibility Signal
stock_decision_visibility_models
value
20sparse_outcomes17,3640170.1%2026-06-01 -> 2026-07-1350.742452.9%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
commodity_carry_value_score
Commodity Carry Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.198633.3%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
commodity_inventory_positioning_value_score
Commodity Inventory And Positioning Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.268444.4%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
cost_of_capital_adjusted_value_score
Cost Of Capital Adjusted Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.571766.7%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
explicit_dcf_scenario_value_score
Explicit DCF Scenario Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.474016.7%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
graham_deep_value_score
Graham Deep Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.805827.8%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
mna_private_market_activity_score
M&A Private-Market Activity Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.129816.7%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
reverse_dcf_value_score
Reverse DCF Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.485472.2%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_buyback_capital_return_score
SEC Buyback Capital Return Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.36645.6%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_segment_sotp_value_score
SEC Segment SOTP Value Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.586422.2%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_statement_altman_solvency_score
SEC Statement Altman Solvency Score
stock_valuation_model_lab
risk
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.631838.9%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_statement_beneish_accounting_quality_score
SEC Statement Beneish Accounting Quality Score
stock_valuation_model_lab
risk
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.539827.8%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
sec_statement_financial_quality_score
SEC Statement Financial Quality Score
stock_valuation_model_lab
value
20sparse_outcomes18,4770180.1%2026-06-01 -> 2026-07-1350.819922.2%Outcome sample is still sparse; keep as review-only unless promoted by a narrower operator gate.
factor_adjusted_residual_momentum
Factor Adjusted Residual Momentum
factor_attribution_model
momentum
21outcome_covered3,72403,71299.7%2026-05-29 -> 2026-05-29500.472444.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_dividend_policy_alpha
Historical Dividend Policy Alpha
historical_alpha_model_lab
value
5outcome_covered13,32405,20739.1%2026-06-05 -> 2026-07-1620.207050.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_earnings_surprise_alpha
Historical Earnings Surprise Alpha
historical_alpha_model_lab
event
5outcome_covered13,84705,25738.0%2026-06-05 -> 2026-07-1620.209249.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_fundamental_factor_alpha
Historical Fundamental Factor Alpha
historical_alpha_model_lab
value
5outcome_covered13,82505,24437.9%2026-06-05 -> 2026-07-1620.278652.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_sec_filing_event_alpha
Historical SEC Filing Event Alpha
historical_alpha_model_lab
event
5outcome_covered13,52405,03737.2%2026-06-05 -> 2026-07-1620.230649.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
fundamental_quality
Fundamental Quality
local_model_data_foundation
quality
1outcome_covered41,45441,41241,28999.6%2026-06-01 -> 2026-07-1350.997251.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
fundamental_value
Fundamental Value
local_model_data_foundation
value
1outcome_covered41,45441,41241,28999.6%2026-06-01 -> 2026-07-1350.997250.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
governance_risk
Governance Risk
local_model_data_foundation
risk
1outcome_covered32,44832,44831,22996.2%2026-06-01 -> 2026-07-1350.849847.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
return_prediction
1outcome_covered33,472031,33093.6%2026-05-26 -> 2026-07-1620.211851.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
return_prediction
5outcome_covered33,472024,92274.5%2026-05-26 -> 2026-07-1620.227555.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
historical_price_factor_alpha
Historical Price Factor Alpha
local_model_data_foundation
return_prediction
21outcome_covered33,47203,74011.2%2026-05-26 -> 2026-07-1620.249467.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
liquidity_dilution_risk
Liquidity And Dilution Risk
local_model_data_foundation
risk
1outcome_covered41,45441,41241,28999.6%2026-06-01 -> 2026-07-1350.997210.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation
return_prediction
1outcome_covered253,54341,326244,05496.3%2026-05-29 -> 2026-07-1350.499949.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation
return_prediction
5outcome_covered253,54341,326217,93586.0%2026-05-29 -> 2026-07-1350.502440.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation
return_prediction
10outcome_covered253,54341,326173,36868.4%2026-05-29 -> 2026-07-1350.501938.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
markov_state_blend
Markov State Blend
local_model_data_foundation
return_prediction
21outcome_covered253,54341,32639,05415.4%2026-05-29 -> 2026-07-1350.524623.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation
return_prediction
1outcome_covered253,54341,326244,05496.3%2026-05-29 -> 2026-07-1350.516748.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation
return_prediction
5outcome_covered253,54341,326217,93586.0%2026-05-29 -> 2026-07-1350.520039.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation
return_prediction
10outcome_covered253,54341,326173,36868.4%2026-05-29 -> 2026-07-1350.523535.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
neural_market_horizon
Neural Market Horizon
local_model_data_foundation
return_prediction
21outcome_covered253,54341,32639,05415.4%2026-05-29 -> 2026-07-1350.552021.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_analyst_revision_event
News Analyst Revision Event
local_model_data_foundation
event
1outcome_covered20,92120,92120,21696.6%2026-06-02 -> 2026-07-1350.498851.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_capital_return_event
News Capital Return Event
local_model_data_foundation
event
1outcome_covered12,54712,54712,15896.9%2026-06-02 -> 2026-07-1350.400217.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_corporate_action_event
News Corporate Action Event
local_model_data_foundation
event
1outcome_covered13,61813,61813,25497.3%2026-06-02 -> 2026-07-1350.393635.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_cybersecurity_event
News Cybersecurity Event
local_model_data_foundation
event
1outcome_covered3,3373,3373,23396.9%2026-06-02 -> 2026-07-1350.405014.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_earnings_event
News Earnings Event
local_model_data_foundation
event
1outcome_covered18,60518,60518,00796.8%2026-06-02 -> 2026-07-1350.348912.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_event_intelligence
News Event Intelligence
local_model_data_foundation
event
1outcome_covered21,53521,53520,80196.6%2026-06-01 -> 2026-07-1350.848251.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_financing_liquidity_event
News Financing Liquidity Event
local_model_data_foundation
event
1outcome_covered6,4166,4166,21996.9%2026-06-02 -> 2026-07-1350.376212.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_forecaster_reliability_overlay
News Forecaster Reliability Overlay
local_model_data_foundation
event
1outcome_covered15,214015,05899.0%2026-06-02 -> 2026-07-1350.498755.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_forecaster_reliability_overlay
News Forecaster Reliability Overlay
local_model_data_foundation
event
5outcome_covered15,184015,01798.9%2026-06-02 -> 2026-07-1350.501158.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_forecaster_reliability_overlay
News Forecaster Reliability Overlay
local_model_data_foundation
event
20outcome_covered15,15605,03833.2%2026-06-02 -> 2026-07-1350.502167.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_issuer_release_event
News Issuer Release Event
local_model_data_foundation
event
1outcome_covered20,06620,06619,40496.7%2026-06-02 -> 2026-07-1350.652049.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_macro_sector_event
News Macro Sector Event
local_model_data_foundation
event
1outcome_covered5,3455,3455,15596.4%2026-06-02 -> 2026-07-1350.291818.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_market_opinion_event
News Market Opinion Event
local_model_data_foundation
event
1outcome_covered13,00313,00312,61497.0%2026-06-02 -> 2026-07-1350.407043.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_operational_labor_event
News Operational Labor Event
local_model_data_foundation
event
1outcome_covered5,3465,3465,16396.6%2026-06-02 -> 2026-07-1350.301140.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_product_contract_event
News Product Contract Event
local_model_data_foundation
event
1outcome_covered10,88010,88010,51296.6%2026-06-02 -> 2026-07-1350.447045.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
news_regulatory_event
News Regulatory Event
local_model_data_foundation
event
1outcome_covered13,42713,42713,08297.4%2026-06-02 -> 2026-07-1350.404918.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_accounting_quality
SEC Accounting Quality
local_model_data_foundation
risk
1outcome_covered34,44834,44833,22996.5%2026-06-01 -> 2026-07-1350.737446.4%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_capital_structure_dilution
SEC Capital Structure And Dilution
local_model_data_foundation
risk
1outcome_covered34,30632,92233,08796.4%2026-06-01 -> 2026-07-1350.521121.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_cyber_legal_regulatory
SEC Cyber Legal And Regulatory
local_model_data_foundation
risk
1outcome_covered34,57432,44733,35696.5%2026-06-01 -> 2026-07-1350.620943.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_disclosure_change_risk
SEC Disclosure Change Risk
local_model_data_foundation
risk
1outcome_covered32,44732,44731,22896.2%2026-06-01 -> 2026-07-1350.652147.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_distress_financing
SEC Distress And Financing
local_model_data_foundation
risk
1outcome_covered34,47734,04133,25996.5%2026-06-01 -> 2026-07-1350.681034.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_governance_related_party
SEC Governance Related Party
local_model_data_foundation
risk
1outcome_covered32,44732,44731,22896.2%2026-06-01 -> 2026-07-1350.622346.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_insider_behavior
SEC Insider Behavior
local_model_data_foundation
event
1outcome_covered34,50332,44733,28596.5%2026-06-01 -> 2026-07-1350.48562.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_material_event_intelligence
SEC Material Event Intelligence
local_model_data_foundation
event
1outcome_covered34,57432,44733,35696.5%2026-06-01 -> 2026-07-1350.47791.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_merger_corporate_action
SEC Merger And Corporate Action
local_model_data_foundation
event
1outcome_covered32,57132,44731,35296.3%2026-06-01 -> 2026-07-1350.48171.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_ownership_control
SEC Ownership And Control
local_model_data_foundation
event
1outcome_covered32,51532,44731,29696.3%2026-06-01 -> 2026-07-1350.49922.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
1outcome_covered316,9200165,63652.3%2026-04-30 -> 2026-07-1350.075639.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
5outcome_covered316,9200145,25945.8%2026-04-30 -> 2026-07-1350.073246.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
10outcome_covered76,220060,46579.3%2026-04-30 -> 2026-07-1350.246252.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
20outcome_covered255,58004,9852.0%2026-06-05 -> 2026-07-02160.031151.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relationship_exposure_score
Relationship Exposure Score
market_relationship_graph
other
21outcome_covered76,237025,53333.5%2026-04-30 -> 2026-07-1350.249658.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_accounting_quality_risk
SEC Notes Accounting Quality Risk
sec_statement_notes_signal_model
risk
21outcome_covered147,75204,4453.0%2009-04-30 -> 2026-05-29500.563456.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_accounting_quality_risk
SEC Notes Accounting Quality Risk
sec_statement_notes_signal_model
risk
63outcome_covered147,75202,9962.0%2009-04-30 -> 2026-05-29500.563447.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_concentration_supply_risk
SEC Notes Concentration And Supply Risk
sec_statement_notes_signal_model
risk
21outcome_covered169,36005,0343.0%2009-04-23 -> 2026-05-29500.659155.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_concentration_supply_risk
SEC Notes Concentration And Supply Risk
sec_statement_notes_signal_model
risk
63outcome_covered169,36003,2221.9%2009-04-23 -> 2026-05-29500.659147.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_debt_liquidity_risk
SEC Notes Debt And Liquidity Risk
sec_statement_notes_signal_model
risk
21outcome_covered211,53505,3162.5%2009-04-15 -> 2026-05-29500.837655.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_debt_liquidity_risk
SEC Notes Debt And Liquidity Risk
sec_statement_notes_signal_model
risk
63outcome_covered211,53503,3721.6%2009-04-15 -> 2026-05-29500.837647.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_dilution_instrument_risk
SEC Notes Dilution Instrument Risk
sec_statement_notes_signal_model
risk
21outcome_covered204,51405,1652.5%2009-04-15 -> 2026-05-29500.800155.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_dilution_instrument_risk
SEC Notes Dilution Instrument Risk
sec_statement_notes_signal_model
risk
63outcome_covered204,51403,2731.6%2009-04-15 -> 2026-05-29500.800147.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_legal_contingency_risk
SEC Notes Legal And Contingency Risk
sec_statement_notes_signal_model
risk
21outcome_covered211,83705,4322.6%2009-04-15 -> 2026-05-29500.650555.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_legal_contingency_risk
SEC Notes Legal And Contingency Risk
sec_statement_notes_signal_model
risk
63outcome_covered211,83703,4271.6%2009-04-15 -> 2026-05-29500.650547.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_related_party_risk
SEC Notes Related Party Risk
sec_statement_notes_signal_model
risk
21outcome_covered122,34903,7973.1%2009-04-15 -> 2026-05-29500.570555.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_related_party_risk
SEC Notes Related Party Risk
sec_statement_notes_signal_model
risk
63outcome_covered122,34902,3851.9%2009-04-15 -> 2026-05-29500.570549.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_segment_complexity_signal
SEC Notes Segment Complexity Signal
sec_statement_notes_signal_model
other
21outcome_covered158,42305,1553.3%2009-04-15 -> 2026-05-29500.579155.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_notes_segment_complexity_signal
SEC Notes Segment Complexity Signal
sec_statement_notes_signal_model
other
63outcome_covered158,42303,2912.1%2009-04-15 -> 2026-05-29500.579147.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
1outcome_covered17,760017,08896.2%2026-06-02 -> 2026-07-1350.498753.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
5outcome_covered17,730016,34192.2%2026-06-02 -> 2026-07-1350.500857.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
analyst_forecaster_alpha
Analyst And Forecaster Alpha
stock_decision_visibility_models
event
20outcome_covered17,69505,63231.8%2026-06-02 -> 2026-07-1350.502567.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
bea_supply_chain_pressure_score
BEA Supply Chain Pressure Score
stock_decision_visibility_models
other
20outcome_covered32,86605,78417.6%2026-06-05 -> 2026-07-1350.547244.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
other
1outcome_covered107,053015,30514.3%2026-06-20 -> 2026-07-02160.063434.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
census_activity_pressure_score
Census Activity Pressure Score
stock_decision_visibility_models
other
5outcome_covered107,053011,63210.9%2026-06-20 -> 2026-07-02160.063448.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
other
1outcome_covered36,379025,49570.1%2026-06-10 -> 2026-07-02160.083032.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
energy_commodity_exposure_score
Energy And Commodity Exposure Score
stock_decision_visibility_models
other
5outcome_covered36,379021,67759.6%2026-06-10 -> 2026-07-02160.083037.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
identity_corporate_structure_risk
Identity And Corporate Structure Risk
stock_decision_visibility_models
risk
1outcome_covered32,866032,75499.7%2026-06-05 -> 2026-07-1350.427237.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
other
1outcome_covered241,567098,07340.6%2026-06-10 -> 2026-07-02160.087239.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
other
5outcome_covered241,567080,48433.3%2026-06-10 -> 2026-07-02160.087247.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
macro_regime_pressure_score
Macro Regime Pressure Score
stock_decision_visibility_models
other
20outcome_covered241,56703,2001.3%2026-06-10 -> 2026-07-02160.087246.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sec_xbrl_reconciliation_signal
SEC XBRL Reconciliation Signal
stock_decision_visibility_models
risk
1outcome_covered32,260032,04799.3%2026-06-01 -> 2026-07-1350.789819.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
government_trade_activity
Government Trade Activity
stock_opportunity_ensemble
event
1outcome_covered34,53534,53534,41399.6%2026-06-05 -> 2026-07-1350.10747.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
government_trade_activity
Government Trade Activity
stock_opportunity_ensemble
event
5outcome_covered34,53534,53532,07492.9%2026-06-05 -> 2026-07-1350.10737.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
government_trade_activity
Government Trade Activity
stock_opportunity_ensemble
event
21outcome_covered34,53534,5353,44210.0%2026-06-05 -> 2026-07-1350.10757.3%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
altman_solvency_strength_score
Altman Solvency Strength Score
stock_valuation_model_lab
risk
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.997248.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
asset_backed_value_score
Asset Backed Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.985451.1%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
beneish_accounting_quality_score
Beneish Accounting Quality Score
stock_valuation_model_lab
risk
20outcome_covered32,26006,85121.2%2026-06-01 -> 2026-07-1350.992359.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
capital_efficiency_value_score
Capital Efficiency Value Score
stock_valuation_model_lab
quality
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.997251.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
cash_flow_yield_value_score
Cash Flow Yield Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.876955.0%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
distress_adjusted_value_score
Distress Adjusted Value Score
stock_valuation_model_lab
risk
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.995750.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
dividend_income_value_score
Dividend Income Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73617.8%2026-06-01 -> 2026-07-1350.358535.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
factor_tilt_value_quality_score
Factor Tilt Value Quality Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.997254.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
forward_estimate_value_score
Forward Estimate Value Score
stock_valuation_model_lab
value
20outcome_covered32,26006,85121.2%2026-06-01 -> 2026-07-1350.38987.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
growth_at_reasonable_price_score
Growth At Reasonable Price Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.918252.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
magic_formula_value_score
Magic Formula Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.944552.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
net_cash_optionality_value_score
Net Cash Optionality Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.997250.5%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
peer_relative_value_score
Peer Relative Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.972449.6%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
piotroski_financial_strength_score
Piotroski Financial Strength Score
stock_valuation_model_lab
quality
20outcome_covered32,26006,85121.2%2026-06-01 -> 2026-07-1350.993561.8%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
quality_compounder_value_score
Quality Compounder Value Score
stock_valuation_model_lab
quality
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.992353.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
relative_multiples_value_score
Relative Multiples Value Score
stock_valuation_model_lab
value
20outcome_covered32,26006,85121.2%2026-06-01 -> 2026-07-1350.826756.9%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
residual_income_value_score
Residual Income Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.985453.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
sector_specific_value_score
Sector Specific Value Score
stock_valuation_model_lab
value
20outcome_covered32,26006,85121.2%2026-06-01 -> 2026-07-1350.996256.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
shareholder_yield_value_score
Shareholder Yield Value Score
stock_valuation_model_lab
value
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.997253.2%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.
value_momentum_confirmation_score
Value Momentum Confirmation Score
stock_valuation_model_lab
momentum
20outcome_covered32,26005,73417.8%2026-06-01 -> 2026-07-1350.400052.7%Outcome coverage is available for research training; use promotion-readiness gates before production weighting.