Jobs

This DataSet about Jobs and the salary

We want to do data analysis and processing and make a salary forecast using sklearn and tensorflow

• About data and columns

age work class education education num marital status occupation relationship race gender capital gain capital loss hours per week native country income bracket

This data is for training purposes in the field of data science and analysis

This statistic shows the average gross annual earnings of full-time employees in the "production of data processing equipment, electronic and optical products" industry in Germany from 2005 to 2020. In 2020, average gross annual earnings in this sector amounted to roughly ****** euros.

Graph and download economic data for Employed full time: Wage and salary workers: Food processing workers, all other occupations: 16 years and over: Men (LEU0257879100A) from 2011 to 2024 about occupation, processed, full-time, males, salaries, workers, 16 years +, food, wages, employment, and USA.

Canada Average Weekly Salary, incl Overtime: Production and Processing: Alumina and Aluminum data was reported at 1,509.170 USD in Dec 2023. This records an increase from the previous number of 1,499.000 USD for Nov 2023. Canada Average Weekly Salary, incl Overtime: Production and Processing: Alumina and Aluminum data is updated monthly, averaging 1,233.010 USD from Jan 2001 (Median) to Dec 2023, with 252 observations. The data reached an all-time high of 2,586.390 USD in Feb 2023 and a record low of 891.920 USD in Apr 2002. Canada Average Weekly Salary, incl Overtime: Production and Processing: Alumina and Aluminum data remains active status in CEIC and is reported by Statistics Canada. The data is categorized under Global Database’s Canada – Table CA.WB007: Employment and Wage. Based on NAICS 2017

United States Avg Weekly Earnings: Info: Data Processing, Hosting & Rel Svcs data was reported at 1,518.860 USD in May 2018. This records a decrease from the previous number of 1,563.870 USD for Apr 2018. United States Avg Weekly Earnings: Info: Data Processing, Hosting & Rel Svcs data is updated monthly, averaging 1,198.450 USD from Mar 2006 (Median) to May 2018, with 147 observations. The data reached an all-time high of 1,668.350 USD in Jul 2017 and a record low of 887.120 USD in Aug 2006. United States Avg Weekly Earnings: Info: Data Processing, Hosting & Rel Svcs data remains active status in CEIC and is reported by Bureau of Labor Statistics. The data is categorized under Global Database’s USA – Table US.G032: Current Employment Statistics Survey: Average Weekly and Hourly Earnings.

United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Postal service mail sorters, processors, and processing machine operators occupations: 16 years and over was 904.00000 $ in January of 2023, according to the United States Federal Reserve. Historically, United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Postal service mail sorters, processors, and processing machine operators occupations: 16 years and over reached a record high of 1145.00000 in January of 2019 and a record low of 670.00000 in January of 2000. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Postal service mail sorters, processors, and processing machine operators occupations: 16 years and over - last updated from the United States Federal Reserve on October of 2025.

United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Word processors and typists occupations: 16 years and over was 858.00000 $ in January of 2018, according to the United States Federal Reserve. Historically, United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Word processors and typists occupations: 16 years and over reached a record high of 858.00000 in January of 2018 and a record low of 454.00000 in January of 2000. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Word processors and typists occupations: 16 years and over - last updated from the United States Federal Reserve on December of 2025.

Graph and download economic data for Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Semiconductor processors occupations: 16 years and over (LEU0254573500A) from 2000 to 2011 about semiconductors, second quartile, occupation, full-time, salaries, workers, earnings, 16 years +, wages, median, employment, and USA.

Canada Average Weekly Salary, incl Overtime: Production and Processing: Non-Ferrous Metal (Except Aluminum) data was reported at 2,096.250 USD in Dec 2023. This records an increase from the previous number of 2,000.740 USD for Nov 2023. Canada Average Weekly Salary, incl Overtime: Production and Processing: Non-Ferrous Metal (Except Aluminum) data is updated monthly, averaging 1,390.095 USD from Jan 2001 (Median) to Dec 2023, with 272 observations. The data reached an all-time high of 2,529.320 USD in Feb 2023 and a record low of 1,030.980 USD in Feb 2001. Canada Average Weekly Salary, incl Overtime: Production and Processing: Non-Ferrous Metal (Except Aluminum) data remains active status in CEIC and is reported by Statistics Canada. The data is categorized under Global Database’s Canada – Table CA.WB007: Employment and Wage. Based on NAICS 2017

United States Avg Hourly Earnings: IF: Data Processing, Hosting & Rel Svcs data was reported at 40.720 USD in May 2018. This records an increase from the previous number of 40.410 USD for Apr 2018. United States Avg Hourly Earnings: IF: Data Processing, Hosting & Rel Svcs data is updated monthly, averaging 31.830 USD from Mar 2006 (Median) to May 2018, with 147 observations. The data reached an all-time high of 42.130 USD in Jul 2017 and a record low of 25.040 USD in May 2006. United States Avg Hourly Earnings: IF: Data Processing, Hosting & Rel Svcs data remains active status in CEIC and is reported by Bureau of Labor Statistics. The data is categorized under Global Database’s USA – Table US.G032: Current Employment Statistics Survey: Average Weekly and Hourly Earnings.

United States Avg Weekly Earnings: sa: IF: Data Processing, Hosting & Rel Svcs data was reported at 1,544.190 USD in May 2018. This records an increase from the previous number of 1,525.340 USD for Apr 2018. United States Avg Weekly Earnings: sa: IF: Data Processing, Hosting & Rel Svcs data is updated monthly, averaging 1,193.580 USD from Mar 2006 (Median) to May 2018, with 147 observations. The data reached an all-time high of 1,606.050 USD in Apr 2017 and a record low of 889.270 USD in Jul 2006. United States Avg Weekly Earnings: sa: IF: Data Processing, Hosting & Rel Svcs data remains active status in CEIC and is reported by Bureau of Labor Statistics. The data is categorized under Global Database’s USA – Table US.G033: Current Employment Statistics Survey: Average Weekly and Hourly Earnings: Seasonally Adjusted.

United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Food processing workers, all other occupations: 16 years and over was 813.00000 $ in January of 2024, according to the United States Federal Reserve. Historically, United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Food processing workers, all other occupations: 16 years and over reached a record high of 927.00000 in January of 2023 and a record low of 529.00000 in January of 2012. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Food processing workers, all other occupations: 16 years and over - last updated from the United States Federal Reserve on November of 2025.

United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Insurance claims and policy processing clerks occupations: 16 years and over was 891.00000 $ in January of 2024, according to the United States Federal Reserve. Historically, United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Insurance claims and policy processing clerks occupations: 16 years and over reached a record high of 912.00000 in January of 2023 and a record low of 470.00000 in January of 2000. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Insurance claims and policy processing clerks occupations: 16 years and over - last updated from the United States Federal Reserve on December of 2025.

Graph and download economic data for Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Word processors and typists occupations: 16 years and over: Men (LEU0254663300A) from 2000 to 2011 about second quartile, occupation, full-time, males, salaries, workers, earnings, 16 years +, wages, median, employment, and USA.

Data Description: This dataset lists all current City of Cincinnati employees, including full names, department, position title, full-time employee status, employee age range, employee race, and annual salary rate.

Data Creation: This data is pulled directly from the City's HR software; which centralizes all department HR actions city wide.

Data Created By: City Human Resource Information System (CHRIS)

Refresh Frequency: Daily

CincyInsights: The City of Cincinnati maintains an interactive dashboard portal, CincyInsights in addition to our Open Data in an effort to increase access and usage of city data. This data set has an associated dashboard available here: https://insights.cincinnati-oh.gov/stories/s/Employee-Profile/wjqv-hgc9/

Data Dictionary: A data dictionary providing definitions of columns and attributes is available as an attachment to this dataset.

Processing: The City of Cincinnati is committed to providing the most granular and accurate data possible. In that pursuit the Office of Performance and Data Analytics facilitates standard processing to most raw data prior to publication. Processing includes but is not limited: address verification, geocoding, decoding attributes, and addition of administrative areas (i.e. Census, neighborhoods, police districts, etc.).

Data Usage: For directions on downloading and using open data please visit our How-to Guide: https://data.cincinnati-oh.gov/dataset/Open-Data-How-To-Guide/gdr9-g3ad

Bolivia Average Monthly Nominal Salary Index: Production, Processing & Preservation of Meat data was reported at 526.330 1995=100 in 2023. This records a decrease from the previous number of 532.470 1995=100 for 2022. Bolivia Average Monthly Nominal Salary Index: Production, Processing & Preservation of Meat data is updated yearly, averaging 284.345 1995=100 from Dec 1996 (Median) to 2023, with 28 observations. The data reached an all-time high of 532.470 1995=100 in 2022 and a record low of 101.300 1995=100 in 1996. Bolivia Average Monthly Nominal Salary Index: Production, Processing & Preservation of Meat data remains active status in CEIC and is reported by National Statistics Institute. The data is categorized under Global Database’s Bolivia – Table BO.G010: Household Survey: Average Monthly Nominal Salary Index: By Industry.

United States AHE: PW: Information: Data Processing, Hosting & Related Svcs data was reported at 49.130 USD in Mar 2025. This records an increase from the previous number of 48.710 USD for Feb 2025. United States AHE: PW: Information: Data Processing, Hosting & Related Svcs data is updated monthly, averaging 21.460 USD from Jan 1990 (Median) to Mar 2025, with 423 observations. The data reached an all-time high of 49.130 USD in Mar 2025 and a record low of 11.670 USD in Mar 1990. United States AHE: PW: Information: Data Processing, Hosting & Related Svcs data remains active status in CEIC and is reported by U.S. Bureau of Labor Statistics. The data is categorized under Global Database’s United States – Table US.G: Current Employment Statistics: Average Hourly Earnings: Production Workers.

Stack Overflow Dataset Preprocessing

Preprocessing Steps

1. Initial Cleaning:

   • Removed unnecessary 'Unnamed: 0' column.
   • Handled missing values in 'HaveWorkedWith' by replacing them with 'None'.
   • Removed duplicate rows.

2. Encoding Categorical Variables:

   • Applied one-hot encoding to the following categorical columns: 'Age', 'Accessibility', 'EdLevel', 'Gender', 'MentalHealth', 'MainBranch', and 'Country'. This significantly increased the number of columns in the dataset.

3. Text Data Processing:

   • Transformed the 'HaveWorkedWith' column, which contains technologies or tools, into binary features. Each unique technology/tool mentioned in the column was converted into a separate binary feature, indicating whether a respondent has worked with that technology/tool.

4. Normalization/Standardization:

   • Standardized the numerical columns ('YearsCode', 'YearsCodePro', 'PreviousSalary', 'ComputerSkills') to have a mean of 0 and a standard deviation of 1. This is a common practice in data preprocessing for machine learning algorithms.

Additional Notes

• The dataset is now in a format suitable for various data analysis and machine learning applications.
• The original dataset columns have been significantly transformed, with many new columns added due to one-hot encoding and the processing of the 'HaveWorkedWith' column.

Descriptive Statistics for Numerical Columns:

Employment:

Most respondents are employed (mean close to 1).

YearsCode

Respondents have about 14 years of coding experience, ranging from 0 to 50 years.

YearsCodePro

Average professional coding experience is around 9 years.

PreviousSalary

The average previous salary is approximately $67,751, but there's significant variation (standard deviation is around $49,488).

ComputerSkills

Average score is 13.43, ranging from 0 to 107.

Distribution of Key Categorical Variables:

Age

Majority of respondents are under 35 years old.

Gender

A smaller proportion of respondents are women (3,518).

Country

The dataset includes respondents from widely-ranging countries, with varying frequencies.

Education Level (EdLevel)

Various education levels are represented, but exact counts are not displayed here.

Employment

Most respondents (64,871) are employed.

Graph and download economic data for Employed full time: Median usual weekly nominal earnings (second quartile): Wage and salary workers: Word processors and typists occupations: 16 years and over: Women (LEU0254770100A) from 2000 to 2017 about second quartile, occupation, full-time, females, salaries, workers, earnings, 16 years +, wages, median, employment, and USA.

The database contains statistically processed data on collected personal income tax. For the 2011 Accrual Year: Date of processing 12. 11. 2012 For the 2012 Accrual Year: processing date 6. 11. 2013 for the 2013 accrual year: Date of processing 20. 11. 2014 For the 2014 Accrual Year: Date of processing 18. 11. 2015 For the 2015 Accrual Year: Date of processing 30. 6. 2017 For the 2016 Accrual Year: Date of processing 13. 11. 2016 For the 2017 Accrual Year: Date of processing 15. 11. 2018 For the 2018 Accrual Year: Date of processing 18. 11. 2019 For the 2019 Accrual Year: Date of processing 14. 01. 2021 For the 2020 Accrual Year: Date of processing 24. 11. 2021 For the 2021 Accrual Year: Processing date 22. 11. 2022 For the 2022 accrual year: Processing date 1.12.2023 For the 2023 Accrual Year: Processing date 12.12.2023

The 'tax brackets' file contains data broken down by tax brackets as follows: the number of taxpayers classified in each tax class, the amount of income, the amount of the basis of assessment for personal income tax and the amount of the assessed personal income tax.

The file "by income brackets" shows the distribution of the number of taxpayers, their income level, the basis of assessment of personal income tax and the amount of personal income tax assessed by income brackets, depending on the average salary in the Republic of Slovenia in a particular year.

In the file "after credits" the types of credits are given, namely the number of taxpayers for each credit and the amount of the credit.

In the file "by source" is given: the number of taxpayers who had each source of income, the amount of income in EUR at each source and the amount of prepayment of income tax in EUR paid during the year.