Methodology

Built to explain market stress better than generic retail dashboards can.

The product blends structural credit stress, broader finance-market stress, and tactical fast-moving signals so users can see both how bad conditions are and how quickly they are changing. The goal is not more noise. It is a better retail decision surface than chart stacks, delayed commentary, or single-indicator fear gauges. Each layer still inherits the cadence of its underlying sources, so faster tactical panels should not be confused with universal real-time coverage.

Structural stress

Slow-moving credit and balance-sheet deterioration captured through spreads, charge-offs, non-accruals, and related macro transmission signals.

Finance-market stress

A broader layer that frames how stress is spreading across credit, funding, breadth, volatility, and cross-market fragility.

Tactical stress

Fast-moving signals such as volatility clustering, funding stress, and market microstructure proxies that matter when conditions are changing quickly.

Decision layer

Plain-English summaries, real-stress levels, defensive posture, and recovery watch conditions built for non-institutional users.

Risk Band Definitions

How we classify indicator stress levels based on historical percentiles.

NormalBelow 75th percentile

Indicator is within typical historical ranges. No unusual stress detected.

Watch75th - 85th percentile

Indicator is elevated but not extreme. Worth monitoring for further deterioration.

Warning85th - 95th percentile

Indicator is showing concerning stress. This level has historically preceded market difficulties.

SevereAbove 95th percentile

Indicator is at extreme levels seen only during major market stress events.

How Scores Are Calculated

Individual Indicator Scores (0-100): Each metric is scored based on where its current value sits relative to its 5-year history. We also incorporate rate-of-change (how fast conditions are deteriorating) and z-scores for statistical context.

Composite Dashboard Score: The headline stress reading aggregates individual indicator scores, weighted by signal quality, data freshness, and category importance. Leading indicators receive higher weight during early-warning regimes.

Risk Direction: Each indicator specifies whether high values mean stress (credit spreads), low values mean stress (market breadth), or context matters (two-sided indicators like yield curves).

Data Sources

Where our indicators come from and how often they update.

SourceData TypesUpdate Frequency
FRED (Federal Reserve)Credit spreads, yield curves, financial conditions, labor marketDaily to monthly
Yahoo FinanceMarket prices, ETF returns, relative strength calculationsDaily
CBOEVIX and volatility indicesReal-time (delayed)
SEC EDGARBDC non-accruals, PIK income, bankruptcy filingsQuarterly

What you can expect from this approach

Clear data freshness

You'll always know whether a feed is current, stale, or still pending — no guessing about what's live versus what's historical.

Transparent confidence levels

See when signals agree or diverge, so you understand how strong or uncertain the current view is before making decisions.

Research guidance, not trading orders

The app highlights risk posture and areas worth investigating — it's built to inform your thinking, not replace it.

Paid tiers add better maintenance and broader data sources where available — but they don't magically turn weekly or quarterly data into real-time feeds. We're honest about what each source can deliver.

Limitations & Important Notes

  • ⚠️Indicators can signal stress before markets react (false alarms) or after damage is done (lagging confirmation).
  • ⚠️Some data sources update weekly or quarterly — they cannot predict daily market moves.
  • ⚠️Composite scores reflect multiple inputs with different update frequencies.
  • ⚠️Past patterns may not repeat — markets change, and historical percentiles are just one lens.
  • ⚠️This is research and educational content, not investment advice or trading signals.

Disclaimer

This application is for educational and informational purposes only. It does not constitute investment advice, financial advice, trading advice, or any other sort of advice. You should not treat any of the application's content as such. The application does not recommend that any security should be bought, sold, or held by you. Do conduct your own due diligence and consult your financial advisor before making any investment decisions.