Find a waiting-time tail probability

Calculate the chance of exceeding a time under an exponential model.

Guides · Basic statistics · 4 min read

Example: waiting more than twenty minutes

Assume the wait to the next arrival follows an exponential model with a mean of twelve minutes. Ask for a wait longer than twenty minutes.

Download the scenario reference (CSV)

This is the same example used in Help. The CSV lists reference scenarios. Enter the selected scenario manually on Inputs; importing it does not configure this calculator. Use Open example in a practice copy in Help to prefill the inputs.

1. Create the workspace

In the sidebar, open Basic Statistics and choose Distributions. Create an analysis, name it, select New blank worksheet, then choose Create analysis.

2. Choose the calculation

On Inputs, choose Continuous for Distribution type, Exponential for Distribution, then Cumulative probability (CDF) for Calculation.

3. Enter the model

Choose Mean θ for Exponential parameter. Enter 12 in Mean (θ), in minutes.

4. Enter the question

Choose Single value for Value source. Enter 20 in Value (x), in minutes. No worksheet columns are assigned.

Distributions: Inputs with the example’s assignments and settings
Inputs with the selected distribution, calculation, model parameters and question. View full-size image (opens in a new tab)

5. Run analysis

Choose Run analysis, then open Results.

6. Interpret results

  1. Check the question

    Assume the wait to the next arrival follows an exponential model with a mean of twelve minutes. Ask for a wait longer than twenty minutes.

  2. Read the calculated value

    The displayed CDF is 0.811124: about 81.11% of modeled waits are at or below twenty minutes.

  3. Understand what it means

    For more than twenty minutes, subtract the CDF from one: 0.188876, about 18.89%. Twelve is the mean waiting time, not a rate of twelve arrivals per minute.

  4. Use the model carefully

    Under the stated exponential model, about 18.89% of waits exceed 20 minutes. Check whether a constant arrival rate is reasonable before applying this answer, and keep the mean and cutoff in minutes.

More details: read each result section

Complete result tables use six significant digits, as in Help.

Distribution values

x is the entered waiting time in minutes. CDF is P(X ≤ x); its complement answers the requested longer-than question. For more than twenty minutes, subtract the CDF from one: 0.188876, about 18.89%. Twelve is the mean waiting time, not a rate of twelve arrivals per minute.

Distribution values · 1 row
xCDF
200.811124

Distribution summary

Type distinguishes continuous values from whole-number counts. Distribution names the model. Calculation records PMF (exact-count probability), PDF (density), CDF (cumulative probability) or ICDF (quantile). The remaining rows record the active parameters; they are assumptions entered on Inputs.

Distribution summary · 4 rows
SettingValue
TypeContinuous
DistributionExponential
CalculationCDF
Mean (θ)12
  • Exponential(mean θ=12.0) via expon(scale=θ)

7. Create a report

Keep Distribution values (or the quantile table) and Distribution summary. State the model assumptions, time unit or count interval, and the question being answered. For more than twenty minutes, subtract the CDF from one: 0.188876, about 18.89%. Twelve is the mean waiting time, not a rate of twelve arrivals per minute.

Choose Add to report from the completed run. Open Choose individual items and advanced options to select tables and charts, then choose Add to draft. Hidden items stay in the saved analysis.

Name the report and add the purpose of the study and your interpretation. Choose Save, review Preview, then use Export → Download HTML. The example below contains the full selected content, including results beyond one screen.

Complete native output for this Help example, including applicable tables, charts and run notes. Report numbers use the app’s displayed precision. Exported charts are static. On narrow screens, scroll wide charts and tables sideways.
View example report: Wait more than 20 minutes for the next arrival

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