https://github.com/duzzisantos/software-estimation-unbiased
https://github.com/duzzisantos/software-estimation-unbiased
Last synced: about 2 months ago
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- Host: GitHub
- URL: https://github.com/duzzisantos/software-estimation-unbiased
- Owner: duzzisantos
- Created: 2024-09-28T10:40:26.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-11-16T19:37:35.000Z (5 months ago)
- Last Synced: 2025-01-16T00:57:29.351Z (3 months ago)
- Language: Python
- Size: 27.3 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
## Software Project Estimation Bias
This is a backend application that helps to address one the classical problems in Information Systems: Software Project Estimation Bias. It seeks to collect data from a client application which logs in individual work logs for sub tasks that make up a bigger task.
As task/work time logs are recorded, they are passed through Machine Learning models like TensorFlow - which is used to perform multilinear regression, and Scikit-Learn which is applied here to perform time-series forecasts using historical work/task time logs.
These trained data are stored as batch data, to enable client view trained data from the past - with the view of detecting anomalies or deviations in the prediction as well as investigating the causes (which might be outside of the application data's scope. Think - what if there was a layoff, or staff were stationed to other projects - thus prolonging the time required to deliver well-known tasks?).
Using scheduling features, data is retrained every fortnight - although the interval may differ across users. Some might train daily, and others weekly - it is up to the user to decide what their policy is.
## Tools used
- Python
- FastAPI
- MongoDB
- TensorFlow
- Scikit-Learn
- Celery
## Objectives
- To generate experimental data for a research paper addressing the issue of software project estimation bias.
- To compare previous academic research outcomes on this topic -
with results from generated from this system.
- To have a system that guides developers and project managers toward making more-informed, objective decisions with regards to estimating effort and time expended in building software.
- To help
## Process flow
See flow chart here:
https://ibb.co/XpNCg7Q