Calculating Accuracy % of Inventory with 5 Boxes of Tools

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Discussion Overview

The discussion revolves around calculating the accuracy percentage of an inventory of tools across five boxes. Participants explore different methods and definitions for measuring accuracy based on the actual and reported counts of tools in each box.

Discussion Character

  • Technical explanation, Mathematical reasoning, Debate/contested

Main Points Raised

  • One participant seeks a method to calculate the accuracy percentage of their inventory compared to the actual number of tools in each box.
  • Another participant suggests that there is no standard way to define accuracy in this context and proposes creating a custom definition based on proximity measures in a vector space.
  • A later reply proposes using the sum of squares of differences as a metric for accuracy and discusses normalizing this metric relative to the magnitude of the correct values.
  • Participants mention converting the metric into an accuracy measure using a monotonic function that maps distances to a percentage scale.

Areas of Agreement / Disagreement

Participants do not reach a consensus on a single method for calculating accuracy, with multiple competing views on how to define and measure it.

Contextual Notes

Participants highlight the need for a clear definition of accuracy and mention the importance of normalization in their proposed methods, indicating potential limitations in the approaches discussed.

Who May Find This Useful

This discussion may be useful for individuals interested in inventory management, mathematical modeling of accuracy measures, or those seeking to understand different approaches to quantifying discrepancies in data.

apostolis22
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I have 5 boxes with tools. I made an inventory of the number of the tools that exist in the boxes. I have the results of the inventory but I didnt count the correct number of the tools that were existed in the boxes.

the actual number of the tools is:

box 1 = 5 tools
box 2 = 4 tools
box 3 = 8 tools
box 4 = 9 tools
box 5 = 7 tools

the inventory is :

box 1 = 6 tools
box 2 = 7 tools
box 3 = 6 tools
box 4 = 8 tools
box 5 = 8 tools

How can I calculate the accuracy % of the inventory referred to the actual number of the tools (per box and summary number) ?

Thank you!
 
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There is no standard way to define accuracy on a 0 to 100% scale in such a situation. You could try making up your own definition. There are certain axioms you need it to satisfy. if you think of it as a proximity measure in a some kind of vector space, you could start with a metric, d(x,y), satisfying the usual axioms for those, then convert it to a proximity measure p, e.g. p = exp(-d)*100%
 
I quite understood what you ment . I want to calculate the accuracy of the inventory in excel. Could you make an a example of this please? :)
 
You could take the metric (d) as sum of squares of differences, or the square root of that. But you might feel you want to normalise it in relation to the magnitude of the correct values, e.g. (4, 6) is the same distance from a correct answer of (2, 8) as (2, 3) would be from a correct answer of (1, 4). To achieve that, divide the root sum square of the difference by the standard deviation of the target vector elements.
Then convert to an accuracy measure by any monotonic function that maps 0 to 100% and infinity to 0, e.g. Exp(-d).
 

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