Predictive Strength

Negligible
Cardano historically had -6.82% 30 days returns when Development Effort was▆ Very Low (0 - 0.2). It indicates negative expected returns.
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ADA Price with Development Effort

Factor Plot

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▆ Very Low▆ Low▆ Moderate▆ High▆ Very High

Predictive Strength

Negligible

Measures the development effort of a project by counting the number of commits, merges, and lines of code added or removed from the codebase.

Potential Edge

Predictive Factor of Network Utility Growth

Active development correlates strongly with future protocol improvements and ecosystem expansion. Chains with sustained developer activity (measured by commits, unique contributors, and codebase complexity) tend to deploy upgrades that drive user adoption.

Data Collection Methodology

Development Effort is calculated by tracking codebase activity metrics such as commit frequency, merge events and issues. These metrics are sourced from version control systems like GitHub, then normalized against historical averages to assess current development intensity relative to past activity.

Read more about our methodology

Track this predictive factor on your dashboard

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Scatter plot - Development Effort and ADA 30 and 90 Day Average Returns

Backtest - Strategy Performance

100.00%
1.00
100.00%
1.00
100.00%
1.00

To understand a predictive factors predictive power, we create a simple long/short strategy and simulate its past performance (with daily rebalancing):

  • 100% Long when the predictive factor is close to 1, with a position size equivalent to the predictive factor value.
  • Flat when the predictive factor is close to 0, with a position size equivalent to the predictive factor value.

The strategy is rebalanced daily, on a continuous basis. There are 0.5% transaction costs applied on each position adjustment.

API

Get started by validating the historical performance of the strategy with our transparent code snippets.
Copy and paste the code snippets below into your Python environment or download the files below.

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Our Methodology