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TwitterZurich, Lausanne, and Geneva were ranked as the most expensive cities worldwide with indices of ************************ Almost half of the 11 most expensive cities were in Switzerland.
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The data set contains information for a number of cities related to cost of living index and prices for a number of services and goods related to restaurants, markets, transportation, utilities etc.
Cost of living index is measured against New York city, meaning NYC has a cost index of 100 and the remaining cities get their cost of living index with regards to how much more or less expensive are compared to NYC. Cities where the cost of living index is not available, it has been registered as 0.
Since EU and USA have different currencies the costs have been converted to euro for all the cities in the data set.
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TwitterDamascus in Syria was ranked as the least expensive city worldwide in 2023, with an index score of ** out of 100. The country has been marred by civil war over the last decade, hitting the country's economy hard. Other cities in the Middle East and North Africa, such as Tehran, Tripoli, and Tunis, are also present on the list. On the other hand, Singapore and Zurich were ranked the most expensive cities in the world.
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The US Family Budget Dataset provides insights into the cost of living in different US counties based on the Family Budget Calculator by the Economic Policy Institute (EPI).
This dataset offers community-specific estimates for ten family types, including one or two adults with zero to four children, in all 1877 counties and metro areas across the United States.
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Employment-to-Population Ratio for USA
Productivity and Hourly Compensation
USA Unemployment Rates by Demographics & Race
Photo by Alev Takil on Unsplash
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TwitterCost of Living Index by Country, 2024 Mid Year data Data scraped from Numbeo: www.numbeo.com/cost-of-living/rankings_by_country.jsp All credits to Numbeo: www.numbeo.com/cost-of-living/
An index of 100 reflects the same living cost as in New York City, United States. As of 2024 Mid Year data, in NYC, A family of four estimated monthly costs are $6,074.40 without rent. A single person's estimated monthly costs are $1,640.90 without rent.
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Missouri Economic Research and Information Center (MERIC) derives the cost of living index for each state by averaging the indices of participating cities and metropolitan areas in that state.
In general, the most expensive areas to live were Hawaii, Alaska, the Northeast, and the West Coast. The least expensive areas were the Midwest and Southern states.
Cities across the nation participate in the Council for Community & Economic Research (C2ER) survey on a volunteer basis. Price information in the survey is governed by C2ER collection guidelines which strive for uniformity.
The entries for Ontario, British Columbia, and Remote were added manually for my use case.
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TwitterAs of September 2025, Mumbai had the highest cost of living among other cities in the country, with an index value of ****. Gurgaon, a satellite city of Delhi and part of the National Capital Region (NCR) followed it with an index value of ****.⯠What is cost of living? The cost of living varies depending on geographical regions and factors that affect the cost of living in an area include housing, food, utilities, clothing, childcare, and fuel among others. The cost of living is calculated based on different measures such as the consumer price index (CPI), living cost indexes, and wage price index. CPI refers to the change in the value of consumer goods and services. The wage price index, on the other hand, measures the change in labor services prices due to market pressures. Lastly, the living cost indexes calculate the impact of changing costs on different households. The relationship between wages and costs determines affordability and shifts in the cost of living. Mumbai tops the list Mumbai usually tops the list of most expensive cities in India. As the financial and entertainment hub of the country, Mumbai offers wide opportunities and attracts talent from all over the country. It is the second-largest city in India and has one of the most expensive real estates in the world.
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TwitterOf the most populous cities in the U.S., San Jose, California had the highest annual income requirement at ******* U.S. dollars annually for homeowners to have an affordable and comfortable life in 2024. This can be compared to Houston, Texas, where homeowners needed an annual income of ****** U.S. dollars in 2024.
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Denmark - Housing cost overburden rate: Cities was 22.70% in December of 2024, according to the EUROSTAT. Trading Economics provides the current actual value, an historical data chart and related indicators for Denmark - Housing cost overburden rate: Cities - last updated from the EUROSTAT on November of 2025. Historically, Denmark - Housing cost overburden rate: Cities reached a record high of 30.10% in December of 2009 and a record low of 20.30% in December of 2020.
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TwitterThis table contains data on the percent of households paying more than 30% (or 50%) of monthly household income towards housing costs for California, its regions, counties, cities/towns, and census tracts. Data is from the U.S. Department of Housing and Urban Development (HUD), Consolidated Planning Comprehensive Housing Affordability Strategy (CHAS) and the U.S. Census Bureau, American Community Survey (ACS). The table is part of a series of indicators in the [Healthy Communities Data and Indicators Project of the Office of Health Equity] Affordable, quality housing is central to health, conferring protection from the environment and supporting family life. Housing costsâtypically the largest, single expense in a family's budgetâalso impact decisions that affect health. As housing consumes larger proportions of household income, families have less income for nutrition, health care, transportation, education, etc. Severe cost burdens may induce povertyâwhich is associated with developmental and behavioral problems in children and accelerated cognitive and physical decline in adults. Low-income families and minority communities are disproportionately affected by the lack of affordable, quality housing. More information about the data table and a data dictionary can be found in the Attachments.
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TwitterWest Virginia and Kansas had the lowest cost of living across all U.S. states, with composite costs being half of those found in Hawaii. This was according to a composite index that compares prices for various goods and services on a state-by-state basis. In West Virginia, the cost of living index amounted to **** â well below the national benchmark of 100. Virginiaâ which had an index value of ***** â was only slightly above that benchmark. Expensive places to live included Hawaii, Massachusetts, and California. Housing costs in the U.S. Housing is usually the highest expense in a householdâs budget. In 2023, the average house sold for approximately ******* U.S. dollars, but house prices in the Northeast and West regions were significantly higher. Conversely, the South had some of the least expensive housing. In West Virginia, Mississippi, and Louisiana, the median price of the typical single-family home was less than ******* U.S. dollars. That makes living expenses in these states significantly lower than in states such as Hawaii and California, where housing is much pricier. What other expenses affect the cost of living? Utility costs such as electricity, natural gas, water, and internet also influence the cost of living. In Alaska, Hawaii, and Connecticut, the average monthly utility cost exceeded *** U.S. dollars. That was because of the significantly higher prices for electricity and natural gas in these states.
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About This Dataset
This dataset is the original 70-city version used in my first published research paper: âA Data-Driven Survey on Cost of Living and Salary Affordability in Indian Citiesâ (IJRASET, 2025) Link: https://www.ijraset.com/best-journal/a-datadriven-survey-on-cost-of-livingsalary-affordability-in-indian-cities
It was created using web-scraping techniques from LivingCost.org and converted to INR using a consistent USDâINR exchange rate. This dataset forms the foundational base for affordability analysis, exploratory data analysis (EDA), and benchmarking cost-of-living patterns across India.
The dataset includes 70+ Indian cities, with fields covering living cost, rent, salary, affordability ratio (âmonths coveredâ), and derived financial indicators. It is clean, structured, and suitable for beginner to intermediate analytics projects.
Why This Dataset?
This dataset is ideal for:
EDA practice for college & school projects
Correlation and regression analysis
Basic ML tasks (predicting salary, affordability, rent, etc.)
Urban economics mini-projects
Dashboard creation (PowerBI, Tableau)
Data cleaning and preprocessing assignments
It is designed to be simple enough for students but structured enough for real-world analysis.
Features Included
Each row represents a city/state-level affordability profile with:
Cost of living (USD & INR)
Rent for a single person (USD & INR)
Monthly after-tax salary (USD & INR)
Income after rent
âMonths Coveredâ affordability ratio
Source URLs for verification
Exchange rate used
This makes the dataset both transparent and reliable for academic usage.
Data Quality
Web-scraped directly from LivingCost.org
Cleaned and standardized
Currency converted uniformly
Non-city entries flagged
Fully reproducible from the source
This dataset served as the master input for my peer-reviewed paper and has been validated through statistical analysis.
Intended Audience
Students (school, undergraduate, postgraduate)
Data science beginners
Educators needing real datasets for teaching
Analysts looking for quick EDA practice
Researchers exploring affordability or urban economics
Note
A more comprehensive 200+ city enhanced dataset (used in my second paper) will be uploaded soon, including ICT metrics, GDP, and extended affordability indicators.
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TwitterCost comparison table showing community type costs by location
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TwitterAs of mid-2025, Port of Spain ranked as the second Latin American and Caribbean city with the highest cost of living. The capital of ******************* obtained an index score of ****, followed by the ********* capital, with **** points.
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Poland - Median of the housing cost burden distribution: Cities was 13.50% in December of 2024, according to the EUROSTAT. Trading Economics provides the current actual value, an historical data chart and related indicators for Poland - Median of the housing cost burden distribution: Cities - last updated from the EUROSTAT on November of 2025. Historically, Poland - Median of the housing cost burden distribution: Cities reached a record high of 20.40% in December of 2014 and a record low of 13.50% in December of 2024.
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TwitterAddis Ababa, in Ethiopia, ranked as the most expensive city to live in Africa as of 2024, considering consumer goods prices. The Ethiopian capital obtained an index score of ****, followed by Harare, in Zimbabwe, with ****. Morocco and South Africa were the countries with the most representatives among the ** cities with the highest cost of living in Africa.
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TwitterDisplacement risk indicator showing how many households within the specified groups are facing either housing cost burden (contributing more than 30% of monthly income toward housing costs) or severe housing cost burden (contributing more than 50% of monthly income toward housing costs).
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TwitterCost comparison table showing 2023 and 2024 median costs by location
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TwitterThis dataset was created by Andy Tran
Released under Other (specified in description)
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TwitterZurich, Lausanne, and Geneva were ranked as the most expensive cities worldwide with indices of ************************ Almost half of the 11 most expensive cities were in Switzerland.