Luxembourg had the highest average monthly salary of employees in the world in 2024 in terms of purchasing power parities (PPP), which takes the average cost of living in a country into account. Belgium followed in second, with the Netherlands in third.

As of 2023, Rwanda had the lowest average monthly salary of employees in the world in terms of purchasing power parities (PPP), which takes the average cost of living in a country into account. Gambia had the second lowest average wages, with Ethiopia in third. Of the 20 countries with the lowest average salaries in the world, 17 were located in Africa. On the other hand, Luxembourg had the highest average monthly salaries of employees.

The "**Salary Data Worldwide**" dataset provides insights into wage statistics across different countries and continents. It includes information on median, average, lowest, and highest salaries, categorized by country and continent. This dataset can be valuable for analyzing salary disparities and trends worldwide.

Columns:

country_name - The name of the country. continent_name - The name of the continent where the country is located. wage_span - The frequency of salary data (e.g., Monthly). median_salary - The median salary in the country/region. average_salary - The average salary in the country/region. lowest_salary - The lowest reported salary in the country/region. highest_salary - The highest reported salary in the country/region. This dataset is a valuable resource for conducting global salary analyses, understanding salary distributions, and making cross-country salary comparisons. It can be used by data analysts, researchers, and policymakers interested in labor market trends and salary-related insights.

Usage: This dataset is suitable for exploratory data analysis (EDA), statistical analysis, and creating data visualizations to better understand salary data trends across countries and continents.

Acknowledgments: The data sources for this dataset may vary, and it's important to cite the original sources when using the dataset for analysis or research.

The average for 2021 based on 71 countries was 27.53 percent. The highest value was in Colombia: 43.7 percent and the lowest value was in Slovakia: 19.1 percent. The indicator is available from 1963 to 2023. Below is a chart for all countries where data are available.

This graph shows average wages around the world in 2012 as calculated by purchasing power parity. In 2012 the highest average wage was earned in Luxembourg at 4,089 purchasing power parity dollars. Wages and salaries Wages and salaries in the United States have increased during the last decades. The median weekly earnings of a full-time wage and salary worker were about 241 U.S. dollars in 1979 and shifted up to 768 U.S. dollars in 2012.

The median earnings of U.S. full-time wage and salary workers vary across their educational attainment. The highest paid workers are those who hold a bachelor’s degree, according to the U.S. Bureau of Labor Statistics.

The U.S. federal government specified minimum wage laws for workers in the United States, which say that workers must be paid no less than the current federal minimum wage. The minimum wage was set at 7.25 U.S. dollars per hour by federal law. The actual minimum wage varies from state to state, as some states have additional minimum wage laws.

For instance, the minimum wage in Washington was around 9.04 U.S. dollars per hour, while the worst minimum wage can be found in Georgia, where workers earn at least 5.15 U.S. dollars per hour. No minimum wages can be found in Tennessee, Alabama, Louisiana, South Carolina and Mississippi, as of January 1, 2012.

The number of workers paid hourly rates with earnings at or below the minimum wage in the U.S. was at its highest in the industry type of leisure and hospitality in 2013.

Recent statistics show that the share of female workers paid hourly rates at or below prevailing federal minimum wage in the United States decreased since 1979. In that year, 20.2 percent of the female wage and salary workers were paid below the federal minimum wage, while only 2.9 percent of the female workers were paid below the federal minimum wage in 2006.

. U.S. Bureau of Labor Statistics provides Average Weekly Earnings in USD. Monthly Earnings include Private Non Agricultural sector only.


Further information about United States Monthly Earnings

• In the latest reports, US Population reached 341 million people in Dec 2024
• Unemployment Rate of US increased to 4 % in Sep 2025
• The country's Labour Force Participation Rate remained the same rate at 62 % in Sep 2025

Of the seven largest developed economies, in 2023, the United States had the highest average wage by a significant margin at over 77,000 U.S. dollars per year. Canada had the second highest annual average wages, followed by Germany. Meanwhile, Japan had the lowest average wages out of the seven largest developed economies.

This dataset provides values for WAGES reported in several countries. The data includes current values, previous releases, historical highs and record lows, release frequency, reported unit and currency.

𝗜𝗻𝘀𝗶𝗴𝗵𝘁𝗳𝘂𝗹 𝗗𝘆𝗻𝗮𝗺𝗶𝗰 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱 𝗼𝗳 𝗚𝗹𝗼𝗯𝗮𝗹 𝗦𝗮𝗹𝗮𝗿𝘆 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 🌎💲

Hello Kaggle Community!👋 Take a look at my new project on Global Salary Analysis. My goal is to uncover Insights and transform Numerical Data into Narratives. I prioritize data cleanliness for Optimal Utilization. This balanced approach serves both technical and Non-Technical Audiences, making Data easily Understandable. Then, I explore the comprehensive Dashboard to Derive Meaningful Conclusions from the Analysis. I have also created a separate sheet dedicated to a Full Map Visual to take a look at the bigger picture which is Fully Dynamic with the help of Data Validation. Also I have created a button by basic VBA code to navigate to the map sheet and come back to the Dashboard sheet. 📊📈

𝗗𝗮𝘁𝗮-𝗗𝗿𝗶𝘃𝗲𝗻 𝗜𝗻𝘀𝗶𝗴𝗵𝘁𝘀 𝗳𝗿𝗼𝗺 𝘁𝗵𝗶𝘀 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱:

1. 𝗖𝗼𝘂𝗻𝘁𝗿𝗶𝗲𝘀 𝗧𝗼 𝗪𝗮𝘁𝗰𝗵 𝗢𝘂𝘁: 𝗘𝘅𝗽𝗹𝗼𝗿𝗲 𝘁𝗵𝗲 𝘁𝗼𝗽 𝟭𝟬 𝗰𝗼𝘂𝗻𝘁𝗿𝗶𝗲𝘀 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝗵𝗶𝗴𝗵𝗲𝘀𝘁 𝗮𝘃𝗲𝗿𝗮𝗴𝗲 𝘀𝗮𝗹𝗮𝗿𝗶𝗲𝘀. Switzerland might be a lucrative career move. With the highest average salary ($11,293), Switzerland could be an attractive option if you're open to relocation and have the necessary skills for the job market there.

2. 𝗖𝗼𝘂𝗻𝘁𝗿𝗶𝗲𝘀 𝗧𝗵𝗮𝘁 𝗠𝗶𝗴𝗵𝘁 𝗡𝗼𝘁 𝗔𝗻 𝗜𝗱𝗲𝗮𝗹 𝗖𝗵𝗼𝗶𝗰𝗲: 𝗟𝗼𝗼𝗸 𝗼𝘃𝗲𝗿 𝘁𝗵𝗲 𝘁𝗼𝗽 𝟭𝟬 𝗰𝗼𝘂𝗻𝘁𝗿𝗶𝗲𝘀 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝗹𝗼𝘄𝗲𝘀𝘁 𝗮𝘃𝗲𝗿𝗮𝗴𝗲 𝘀𝗮𝗹𝗮𝗿𝗶𝗲𝘀. Unfortunately, we have some countries that might not pay you much according to your skillset.

3. 𝗟𝗼𝗼𝗸 𝗔𝘁 𝗧𝗵𝗲 𝗕𝗶𝗴𝗴𝗲𝗿 𝗣𝗶𝗰𝘁𝘂𝗿𝗲: 𝗧𝗮𝗿𝗴𝗲𝘁 𝘆𝗼𝘂𝗿 𝗷𝗼𝗯 𝘀𝗲𝗮𝗿𝗰𝗵 𝘁𝗼 𝗡𝗼𝗿𝘁𝗵 𝗔𝗺𝗲𝗿𝗶𝗰𝗮 𝗮𝗻𝗱 𝗘𝘂𝗿𝗼𝗽𝗲. Based on the high average salaries, these regions might offer better compensation for your skills and experience.

𝗡𝗼𝘁𝗲: All Salaries are stated in a monthly format and in USD.

DataAnalytics #DataAnalysis #DataAnalyst #DataStorytelling #BusinessIntelligence #DataVisualization #DataDrivenInsight

Wages in China increased to 120698 CNY/Year in 2023 from 114029 CNY/Year in 2022. This dataset provides - China Average Yearly Wages - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Kenya Average Wage Earnings data was reported at 894,232.800 KES in 2023. This records an increase from the previous number of 864,750.100 KES for 2022. Kenya Average Wage Earnings data is updated yearly, averaging 617,900.550 KES from Jun 2008 (Median) to 2023, with 16 observations. The data reached an all-time high of 894,232.800 KES in 2023 and a record low of 366,613.600 KES in 2008. Kenya Average Wage Earnings data remains active status in CEIC and is reported by Kenya National Bureau of Statistics. The data is categorized under Global Database’s Kenya – Table KE.G009: Average Wage Earnings: by Sector and Industry: International Standard of Industrial Classification Rev 4.

Since 1970, net national incomes per capita have grown in each region of the world. North America has experienced the largest increase, growing from nearly 4,500 U.S. dollars per capita in 1970 to $57,300 per capita in 2021. Europe and Central Asia follow behind North America, growing from 1,200 dollars per capita in 1970 to 22,000 in 2021. Other regions such as Sub-Saharan Africa, the Middle East and North Africa, Latin America and the Caribbean, and South Asia have not grown as high, but their growth is still significant, with net national incomes per capita in 2021 growing to between 10 and 20 times their 1970 levels.

Key information about Russia Household Income per Capita

• Russia Annual Household Income per Capita reached 8,179.992 USD in Dec 2024, compared with the previous value of 7,549.747 USD in Dec 2023.
• Russia Annual Household Income per Capita data is updated yearly, available from Dec 1992 to Dec 2024, with an averaged value of 7,177.112 USD.
• The data reached an all-time high of 9,660.697 USD in Dec 2013 and a record low of 183.584 USD in Dec 1992.
• In the latest reports, Retail Sales of Russia grew 1.800 % YoY in Sep 2025.

CEIC calculates Annual Household Income per Capita from Monthly Average Household Income per Capita multiplied by 12 and converts it into USD. Federal State Statistics Service provides Average Household Income per Capita in local currency. The Bank of Russia average market exchange rate is used for currency conversions.

Key information about Japan Monthly Earnings

• Japan Monthly Earnings stood at 2,014 USD in Sep 2025, compared with the previous figure of 2,034 USD in Aug 2025
• Japan Monthly Earnings data is updated monthly, available from Jan 1971 to Sep 2025, with an average number of 2,161 USD
• The data reached the an all-time high of 7,322 USD in Dec 1994 and a record low of 164 USD in Feb 1971

CEIC converts Monthly Earnings into USD. The Ministry of Health, Labour and Welfare provides Average Monthly Earnings in local currency. Federal Reserve Bank average market exchange rate is used for currency conversions. Monthly Earnings include Establishments with 5 or more employees. Monthly Earnings prior to January 2012 are based on Conventional Published Value.


Further information about Japan Monthly Earnings

• In the latest reports, Japan Population reached 124 million people in Dec 2024
• Unemployment Rate of Japan remained the same at 3 % in Oct 2025
• The country's Labour Force Participation Rate remained the same rate at 64 % in Oct 2025

International Apple Pricing Strategy

Understanding Apple Product Prices in Relation to Local Salaries Worldwide

By [source]

About this dataset

This dataset offers a unique and powerful insight into the international markets of Apple products. It shows how Apple prices its products in different countries, and how those prices compare with average monthly salaries in those countries, giving a view on the affordability of these products. By looking at this data one can also get a better idea of what local markets look like around the world, as well as which countries may be better for price conscious shopping. All this data allows for deeper understanding of product pricing differences and potential spending power across regions to inform decisions by product or market makers about where to focus their efforts

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For more datasets, click here.

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• 🚨 Your notebook can be here! 🚨!

How to use the dataset

This dataset provides an insight into Apple's international pricing strategies, which can be leveraged to draw conclusions about the company's approach to local markets around the world. To use this dataset, first look at how Apple prices its products in different countries by studying the columns 'price' and 'EUR Average Monthly Salary' and 'USD Average Monthly Salary'. Then examine how those prices compare with local salaries in those countries by comparing the columns 'EUR Average Monthly Salary' and 'USD Average Monthly Salary'. Finally, take a closer look at what types of products Apple offers in each location by studying columns such as 'sku', 'category', and ‘name’. By exploring these datasets you can gain insights into Apple's international pricing strategy while taking into account differences between local economies

Research Ideas

• Market segmentation: This dataset can provide valuable insights for companies looking to target different markets depending on the average local salary and purchasing power compared to Apple's current prices in that market.
• Price Optimization: Analyzing departments such as pricing, revenue management and strategic marketing could leverage this dataset develop smarter pricing strategies while also reflecting local income disparities as an integral factor​ in optimizing product prices across regions.
• Sales Planning & Budgeting: Companies can use this information to plan their annual budgets and forecast estimated sales performance across each of their markets according by benchmarking against Apple's current global prices for different products

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: average_monthly_salary_index.csv | Column name | Description | |:-------------------------------|:------------------------------------------------------------------| | Country | The country in which the data was collected. (String) | | EUR Average Monthly Salary | The average monthly salary in Euros for the country. (Float) | | USD Average Monthly Salary | The average monthly salary in US Dollars for the country. (Float) |

File: preus_mac_ipad_iphone.csv | Column name | Description | |:--------------|:----------------------------------------------------| | sku | Unique identifier for each product. (String) | | price | Price of the product in the local currency. (Float) | | category | Category of the product. (String) | | name | Name of the product. (String) | | country | Country where the product is sold. (String) | | store | Store where the product is sold. (String) |

Acknowledgements

If you use this dataset in your research, please credit the original authors. If you use this dataset in your research, please credit .

This dataset provides comprehensive information on salaries for various job roles across different countries. It includes details such as job titles, categories, local currency salaries, currency exchange rates, and converted salaries in US dollars. The data is sourced from worldsalaries.com and is subject to the website's terms of use and license.

Pointers

• The dataset covers a wide range of countries and job roles, allowing for cross-country and cross-industry comparisons.
• Local currency salaries are provided, along with the corresponding exchange rates and converted salaries in US dollars.
• Job roles are categorized into different groups, making it easier to analyze salaries within specific industries or sectors.
• The dataset can be used for various purposes, such as salary benchmarking, cost of living analysis, and labor market research.

How to Use

The dataset is provided in a tabular format, with each row representing a unique combination of country, job title, category, and salary information. Users can filter, sort, and analyze the data based on their specific requirements. It is recommended to handle the dataset using spreadsheet software or data analysis tools for efficient manipulation and analysis.

Data Source

The dataset is sourced from https://worldsalaries.com, a website dedicated to providing comprehensive salary information from around the world.

License and Terms of Use 📄

The license and terms of use for this dataset are as per the worldsalaries.com website's terms of use. Please respect their terms and adhere to them.

Column Descriptions

1. Country: The name of the country for which the salary information is provided.
2. Job Title: The specific job title or role for which the salary is listed.
3. Category: The broader category or industry to which the job title belongs.
4. Salary (Local Currency): The salary amount in the local currency of the respective country.
5. Currency: The currency code or symbol representing the local currency of the country.
6. Exchange Rate: The exchange rate value used to convert the local currency salary to US dollars.
7. Salary (Current USD): The salary amount converted to US dollars using the provided exchange rate.

Example

• Country: Afghanistan
• Job Title: Account Examiner
• Category: Accounting and Finance
• Salary (Local Currency): 501400 AFN (Afghan Afghani)
• Currency: AFN
• Exchange Rate: 71.31
• Salary (Current USD): 7037.74 (Converted salary in US dollars)

Key information about China Monthly Earnings

• China Monthly Earnings stood at 1,438 USD in Dec 2024, compared with the previous figure of 1,392 USD in Dec 2023
• China Monthly Earnings data is updated quarterly, available from Mar 2000 to Dec 2024, with an average number of 327 USD
• The data reached the an all-time high of 1,438 USD in Dec 2024 and a record low of 83 USD in Jun 2000

CEIC calculates Monthly Earnings from quarterly Earnings divided by 3 and converts it into USD. The National Bureau of Statistics provides year-to-date Average Wage in local currency. Federal Reserve Board average market exchange rate is used for currency conversions. Monthly Earnings cover urban population only.


Further information about China Monthly Earnings

• In the latest reports, China Population reached 1,408 million people in Dec 2024
• Unemployment Rate of China increased to 5 % in Sep 2025
• The country's Labour Force Participation Rate dropped to 65 % in Dec 2024

This dataset provides values for WAGES IN MANUFACTURING reported in several countries. The data includes current values, previous releases, historical highs and record lows, release frequency, reported unit and currency.

With only ***** euros after accounting for purchasing power parity (PPP), Yemen had the lowest average income per adult worldwide in 2022. However, most of the countries on the list are located in Sub-Saharan Africa.

Saudi Arabia Average Monthly Wages: Saudi data was reported at 10,016.900 SAR in Dec 2023. This records an increase from the previous number of 9,857.100 SAR for Sep 2023. Saudi Arabia Average Monthly Wages: Saudi data is updated quarterly, averaging 10,185.550 SAR from Jun 2016 (Median) to Dec 2023, with 31 observations. The data reached an all-time high of 10,599.879 SAR in Mar 2021 and a record low of 9,583.100 SAR in Sep 2022. Saudi Arabia Average Monthly Wages: Saudi data remains active status in CEIC and is reported by General Authority for Statistics. The data is categorized under Global Database’s Saudi Arabia – Table SA.G026: Average Monthly Wages (Discontinued).