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Mean Error From Signed Sum Tool

Recover mean signed prediction error from an explicitly supplied signed error sum and observation count.

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Description

Divide signedErrorSum by positive integer observationCount for meanError.

A statistic summarizes data under chosen conventions for missing values, ties, spread, and denominators. A component calculation uses the supplied values; it does not check whether the data collection or statistical model is appropriate.

Divide signedErrorSum by positive integer observationCount for meanError.

When to use this tool

Use Mean Error From Signed Sum when you need one stated statistical component with explicit handling of boundary cases.

How to use the tool and how it works

  1. Enter signedErrorSum, observationCount. Use the units and conventions below.
  2. Run the tool. Correct any format, range, or cross-field input error before interpreting the output.
  3. Read meanError. Use the output convention below.

Divide signedErrorSum by positive integer observationCount for meanError.1

Input fieldMeaning and unitsAccepted input
signedErrorSumSigned Error SumRequired. Finite number.
observationCountObservation CountRequired. Safe integer; minimum 1.
Output fieldInterpretationReturned shape
meanErrorMean ErrorRequired. Finite number.
json
{
  "input": {
    "signedErrorSum": 15,
    "observationCount": 6
  },
  "output": {
    "meanError": 2.5
  }
}

Limitations and assumptions

  • Inputs must describe the same support and error-sign convention; cancellation can hide magnitude and no MAE, variance, or missingness handling is supplied.
  • Inputs must satisfy both the field types and the cross-field conditions above. Invalid input causes an error; a successful false flag or documented placeholder is a different result.
  • Numeric calculations use binary floating point unless exact decimal-integer arithmetic is explicitly stated. No hidden measurement tolerance or decimal rounding is added; nonfinite or out-of-contract results are rejected. Numeric signed-zero results are exported as zero.

Alternative or Complementary methods

Inspect the data distribution and the full estimation method before drawing a statistical conclusion.

References

  1. Calculation and input contract: metrics/mean-error-from-signed-sum — tool.io

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