Top Labor Issues and Solutions

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by Ashok Balasubramanian dot icon Updated: Sep 13, 2021

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On this Labor Day, I was pondering on the advances made in labor laws and opportunities. The US Labor Day and the International Workers' Day (May 1) date back to the 1880s. The early Labor days were a celebration of unions and early wins on legalizing the eight-hour workday. The subsequent focus was on establishing weekends, sick days, and paid time off. Now some 140 years later, the top labor issues are very much similar. The US Department of Labor lists Discrimination and Harassment, Wrongful Termination, Family and Medical Leave, Minimum Wage, Unsafe Workplace Conditions, and Workers' Compensation for Illness or Injury as the top employment issues. The kandi kit on Top Labor Issues and Solutions showcases open source and reusable libraries across these core issues of Discrimination, Harassment and Wrongful Discharge, Compensation, Family and Medical Leaves, Minimum Wage, Overtime, and Misclassification, and Workplace Safety. While there are a few hundred reusable libraries on each topic, there is still a significant opportunity for developing solutions. If you find any other libraries or use cases, publish them through your own kit.

Discrimination, Harassment and Wrongful Termination

These libraries cover topics across bias and discrimination across the employment lifecycle of hiring, pay, and termination/ discharge.

unbiasifyby Unbiasify

JavaScript doticonstar image 19 doticonVersion:v1.6.0doticon
License: Permissive (MIT)

A tool to help reduce unconscious biases

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            unbiasifyby Unbiasify

            JavaScript doticon star image 19 doticonVersion:v1.6.0doticon License: Permissive (MIT)

            A tool to help reduce unconscious biases
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                      Python doticonstar image 2 doticonVersion:Currentdoticon
                      no licences License: No License (null)

                      Workplace discrimination experiment.

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                                LinkedIn-Unconscious-Biasby revan

                                Python doticon star image 2 doticonVersion:Currentdoticonno licences License: No License

                                Workplace discrimination experiment.
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                                          WomenInTheWorkplaceby sammanthagarcia

                                          Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                          License: Permissive (MIT)

                                          Digital Humanities 100 Project: Women in the Workplace. Discusses the differences between White Women and Women of Color in regards to income, occupation, and educational level. This repository contains: (1) data sets on occupation and income for White Women and Women of Color (Black, Asian, and Hispanic), (2) Storyboard (3) Poster (4) Jupyter Notebook.

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                                                    WomenInTheWorkplaceby sammanthagarcia

                                                    Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                    Digital Humanities 100 Project: Women in the Workplace. Discusses the differences between White Women and Women of Color in regards to income, occupation, and educational level. This repository contains: (1) data sets on occupation and income for White Women and Women of Color (Black, Asian, and Hispanic), (2) Storyboard (3) Poster (4) Jupyter Notebook.
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                                                              Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
                                                              no licences License: No License (null)

                                                              A machine learning approach to analyze employee data to discover potential discriminations at workplace

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                                                                        Salary_Predictionby ssy20

                                                                        Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticonno licences License: No License

                                                                        A machine learning approach to analyze employee data to discover potential discriminations at workplace
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                                                                                  Jupyter Notebook doticonstar image 20 doticonVersion:Currentdoticon
                                                                                  License: Permissive (Apache-2.0)

                                                                                  Walkthrough the data science life cycle with different tools, techniques, and algorithms. Use AIF360, pandas, and Jupyter notebooks to build and deploy a model on Watson Machine Learning.

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                                                                                            employee-attrition-aif360by IBM

                                                                                            Jupyter Notebook doticon star image 20 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                            Walkthrough the data science life cycle with different tools, techniques, and algorithms. Use AIF360, pandas, and Jupyter notebooks to build and deploy a model on Watson Machine Learning.
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                                                                                                      blindpadby blindpad

                                                                                                      TypeScript doticonstar image 195 doticonVersion:Currentdoticon
                                                                                                      License: Permissive (Apache-2.0)

                                                                                                      Collaborative text editor (like Google Docs or CoderPad) with integrated semi-anonymizing voice chat intended to help reduce bias in technical communication.

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                                                                                                                blindpadby blindpad

                                                                                                                TypeScript doticon star image 195 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                Collaborative text editor (like Google Docs or CoderPad) with integrated semi-anonymizing voice chat intended to help reduce bias in technical communication.
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                                                                                                                          PHP doticonstar image 3 doticonVersion:Currentdoticon
                                                                                                                          License: Strong Copyleft (GPL-2.0)

                                                                                                                          Plugin to receive anonymized job applications and fight bias in hiring and employment.

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                                                                                                                                    yikes-inc-level-playing-fieldby yikesinc

                                                                                                                                    PHP doticon star image 3 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-2.0)

                                                                                                                                    Plugin to receive anonymized job applications and fight bias in hiring and employment.
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                                                                                                                                              Compensation, Family and Medical Leaves

                                                                                                                                              These libraries cover topics across Compensation for Illness or Injury, and Family and Medical Leaves.

                                                                                                                                              JavaScript doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                                              no licences License: No License (null)

                                                                                                                                              This tool will count 12 weeks from the selected date not including weekends or holidays.

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                                                                                                                                                        FMLA-Calculatorby Tafby

                                                                                                                                                        JavaScript doticon star image 1 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                        This tool will count 12 weeks from the selected date not including weekends or holidays.
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                                                                                                                                                                  Workers-Compensation-CaseStudy-NLPby datascience-enthusiast

                                                                                                                                                                  HTML doticonstar image 7 doticonVersion:Currentdoticon
                                                                                                                                                                  no licences License: No License (null)

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                                                                                                                                                                            Workers-Compensation-CaseStudy-NLPby datascience-enthusiast

                                                                                                                                                                            HTML doticon star image 7 doticonVersion:Currentdoticonno licences License: No License

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                                                                                                                                                                                      Jupyter Notebook doticonstar image 0 doticonVersion:Currentdoticon
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                                                                                                                                                                                                Predict-Workers-Compensation-Claimsby lakshmiaji

                                                                                                                                                                                                Jupyter Notebook doticon star image 0 doticonVersion:Currentdoticonno licences License: No License

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                                                                                                                                                                                                          R doticonstar image 1 doticonVersion:Currentdoticon
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                                                                                                                                                                                                          Strategic Recommendations for worker's compensation

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                                                                                                                                                                                                                    Strategic-Recommendation-for-claims-processing-organizationby agandham

                                                                                                                                                                                                                    R doticon star image 1 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                    Strategic Recommendations for worker's compensation
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                                                                                                                                                                                                                              Workplace Safety

                                                                                                                                                                                                                              These libraries cover topics across Unsafe Workplace Complaints and Conditions.

                                                                                                                                                                                                                              NaviSafeby UST_Global

                                                                                                                                                                                                                              Cloud API doticonstar image 0 doticonVersion:Currentdoticon
                                                                                                                                                                                                                              License: Others (SaaS)

                                                                                                                                                                                                                              Connected worker solution for Workplace Safety, Risk, and Efficiency Management

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                                                                                                                                                                                                                                        NaviSafeby UST_Global

                                                                                                                                                                                                                                        Cloud API doticon star image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                        Connected worker solution for Workplace Safety, Risk, and Efficiency Management
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                                                                                                                                                                                                                                                  Cloud API doticon star image 0 doticonVersion:Currentdoticon

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                                                                                                                                                                                                                                                  Warny enhances safety in the workplace through the innovative use of computer vision applications. Warny provides three core applications; vehicle collision avoidance, safe zone alerting and thermal analysis of people and industrial applications. Together these form the Warny ecosystem.

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                                                                                                                                                                                                                                                            Warny - Workplace Safety Applicationsby Bigmate

                                                                                                                                                                                                                                                            Cloud API doticonstar image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                                            Warny enhances safety in the workplace through the innovative use of computer vision applications. Warny provides three core applications; vehicle collision avoidance, safe zone alerting and thermal analysis of people and industrial applications. Together these form the Warny ecosystem.

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                                                                                                                                                                                                                                                                      WorkplaceSafetyby balakreshnan

                                                                                                                                                                                                                                                                      JavaScript doticonstar image 14 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                      License: Permissive (MIT)

                                                                                                                                                                                                                                                                      AI based - Custom Vision Workplace Safety detection system.

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                                                                                                                                                                                                                                                                                WorkplaceSafetyby balakreshnan

                                                                                                                                                                                                                                                                                JavaScript doticon star image 14 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                AI based - Custom Vision Workplace Safety detection system.
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                                                                                                                                                                                                                                                                                          drowsy-driverby kdesai2018

                                                                                                                                                                                                                                                                                          Python doticonstar image 1 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                          no licences License: No License (null)

                                                                                                                                                                                                                                                                                          Eye detection system that determines whether a driver is sleeping or not, built for UT Makeathon 2019. Won 1st overall, Best in Workplace Safety

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                                                                                                                                                                                                                                                                                                    drowsy-driverby kdesai2018

                                                                                                                                                                                                                                                                                                    Python doticon star image 1 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                                                                                                    Eye detection system that determines whether a driver is sleeping or not, built for UT Makeathon 2019. Won 1st overall, Best in Workplace Safety
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                                                                                                                                                                                                                                                                                                              R doticonstar image 1 doticonVersion:dssg2018doticon
                                                                                                                                                                                                                                                                                                              License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                              Improving Workplace Safety through Proactive Inspections in Chile

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                                                                                                                                                                                                                                                                                                                        chile-dt-publicby dssg

                                                                                                                                                                                                                                                                                                                        R doticon star image 1 doticonVersion:dssg2018doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                        Improving Workplace Safety through Proactive Inspections in Chile
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                                                                                                                                                                                                                                                                                                                                  stuffdbby lrvick

                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 3 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                  no licences License: No License (null)

                                                                                                                                                                                                                                                                                                                                  A tool to make it trivial to use a mobile phone or web browser to digitally attach special instructions, considerations, safety concerns, notes, or tips about any object in a lab/shop/office environment accessible by generated QR code labels.

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                                                                                                                                                                                                                                                                                                                                            stuffdbby lrvick

                                                                                                                                                                                                                                                                                                                                            Python doticon star image 3 doticonVersion:Currentdoticonno licences License: No License

                                                                                                                                                                                                                                                                                                                                            A tool to make it trivial to use a mobile phone or web browser to digitally attach special instructions, considerations, safety concerns, notes, or tips about any object in a lab/shop/office environment accessible by generated QR code labels.
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                                                                                                                                                                                                                                                                                                                                                      Minimum Wage, Overtime, and Misclassification

                                                                                                                                                                                                                                                                                                                                                      These libraries cover topics across Minimum Wage, Overtime, and Misclassification, and an interesting library to see your web purchases in multiples of minimum wages to emphasize the enormity of the issue.

                                                                                                                                                                                                                                                                                                                                                      OECD - Real Minimum Wagesby Crux_Informatics

                                                                                                                                                                                                                                                                                                                                                      Cloud API doticon star image 0 doticonVersion:Currentdoticon

                                                                                                                                                                                                                                                                                                                                                      License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                      Real hourly and annual minimum wages are statutory minimum wages converted into a common hourly and annual pay period for the 28 OECD countries and 4 non-member countries for which they are available.

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                                                                                                                                                                                                                                                                                                                                                                OECD - Real Minimum Wagesby Crux_Informatics

                                                                                                                                                                                                                                                                                                                                                                Cloud API doticonstar image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                                Real hourly and annual minimum wages are statutory minimum wages converted into a common hourly and annual pay period for the 28 OECD countries and 4 non-member countries for which they are available.

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                                                                                                                                                                                                                                                                                                                                                                          Cloud API doticon star image 0 doticonVersion:Currentdoticon

                                                                                                                                                                                                                                                                                                                                                                          License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                                          The Current Employment Statistics (CES) program provides estimates of employment, hours, and earnings information on a national basis and in considerable industry detail. The Bureau of Labor Statistics collects payroll data each month from a sample of business and government establishments in all nonfarm activities. This product contains the complete dataset originally published at https://download.bls.gov/pub/time.series/ce. Sections 2-7 of the file ce.txt explain dataset features.

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                                                                                                                                                                                                                                                                                                                                                                                    Current Employment Statistics: Empl, Hrs, and Earnings--Natl | U.S. BLSby Rearc

                                                                                                                                                                                                                                                                                                                                                                                    Cloud API doticonstar image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                                                    The Current Employment Statistics (CES) program provides estimates of employment, hours, and earnings information on a national basis and in considerable industry detail. The Bureau of Labor Statistics collects payroll data each month from a sample of business and government establishments in all nonfarm activities. This product contains the complete dataset originally published at https://download.bls.gov/pub/time.series/ce. Sections 2-7 of the file ce.txt explain dataset features.

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                                                                                                                                                                                                                                                                                                                                                                                              Cloud API doticon star image 0 doticonVersion:Currentdoticon

                                                                                                                                                                                                                                                                                                                                                                                              License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                                                              Current US average hourly earnings by industry. This dataset is updated on the first Friday of each month after Bureau of Labor Statistics releases the latest employment figures.

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                                                                                                                                                                                                                                                                                                                                                                                                        Free : US Average Hourly Earnings by Industryby Smart_Data

                                                                                                                                                                                                                                                                                                                                                                                                        Cloud API doticonstar image 0 doticonVersion:Currentdoticon License: Others (SaaS)

                                                                                                                                                                                                                                                                                                                                                                                                        Current US average hourly earnings by industry. This dataset is updated on the first Friday of each month after Bureau of Labor Statistics releases the latest employment figures.

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                                                                                                                                                                                                                                                                                                                                                                                                                  InfluenceExplorerby tech-inquiry

                                                                                                                                                                                                                                                                                                                                                                                                                  Python doticonstar image 2 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                  License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                  A tool for browsing an integrated stream of multinational procurement, lobbying, and labor relations data feeds.

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                                                                                                                                                                                                                                                                                                                                                                                                                            InfluenceExplorerby tech-inquiry

                                                                                                                                                                                                                                                                                                                                                                                                                            Python doticon star image 2 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                            A tool for browsing an integrated stream of multinational procurement, lobbying, and labor relations data feeds.
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                                                                                                                                                                                                                                                                                                                                                                                                                                      UnionPlatformby gcoop-libre

                                                                                                                                                                                                                                                                                                                                                                                                                                      JavaScript doticonstar image 0 doticonVersion:Currentdoticon
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                                                                                                                                                                                                                                                                                                                                                                                                                                      An application to help in the communication between labor unions and its members.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                UnionPlatformby gcoop-libre

                                                                                                                                                                                                                                                                                                                                                                                                                                                JavaScript doticon star image 0 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                An application to help in the communication between labor unions and its members.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                          wageitby AngeloGiacco

                                                                                                                                                                                                                                                                                                                                                                                                                                                          JavaScript doticonstar image 6 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          👨‍💻 Chrome Extension which changes prices to hours on minimum wage https://👋👉.ml/wageit

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                    wageitby AngeloGiacco

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    JavaScript doticon star image 6 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    👨‍💻 Chrome Extension which changes prices to hours on minimum wage https://👋👉.ml/wageit
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