Used Car Price Prediction Dataset is a comprehensive collection of automotive information extracted from the popular automotive marketplace website, https://www.cars.com. This dataset comprises 4,009 data points, each representing a unique vehicle listing, and includes nine distinct features providing valuable insights into the world of automobiles.

• Brand & Model: Identify the brand or company name along with the specific model of each vehicle.
• Model Year: Discover the manufacturing year of the vehicles, crucial for assessing depreciation and technology advancements.
• Mileage: Obtain the mileage of each vehicle, a key indicator of wear and tear and potential maintenance requirements.
• Fuel Type: Learn about the type of fuel the vehicles run on, whether it's gasoline, diesel, electric, or hybrid.
• Engine Type: Understand the engine specifications, shedding light on performance and efficiency.
• Transmission: Determine the transmission type, whether automatic, manual, or another variant.
• Exterior & Interior Colors: Explore the aesthetic aspects of the vehicles, including exterior and interior color options.
• Accident History: Discover whether a vehicle has a prior history of accidents or damage, crucial for informed decision-making.
• Clean Title: Evaluate the availability of a clean title, which can impact the vehicle's resale value and legal status.
• Price: Access the listed prices for each vehicle, aiding in price comparison and budgeting.

This dataset is a valuable resource for automotive enthusiasts, buyers, and researchers interested in analyzing trends, making informed purchasing decisions or conducting studies related to the automotive industry and consumer preferences. Whether you are a data analyst, car buyer, or researcher, this dataset offers a wealth of information to explore and analyze.

Graph and download economic data for Consumer Price Index for All Urban Consumers: Used Cars and Trucks in U.S. City Average (CUSR0000SETA02) from Jan 1953 to Sep 2025 about used, trucks, vehicles, urban, consumer, CPI, inflation, price index, indexes, price, and USA.

Used Car Prices MoM in the United States decreased to -2 percent in October from -0.20 percent in September of 2025. This dataset includes a chart with historical data for the United States Used Car Prices MoM.

Used Car Prices YoY in the United States decreased to 0 percent in October from 2 percent in September of 2025. This dataset includes a chart with historical data for the United States Used Car Prices YoY.

Graph and download economic data for Consumer Price Index for All Urban Consumers: New Vehicles in U.S. City Average (CUUR0000SETA01) from Mar 1947 to Sep 2025 about vehicles, urban, new, consumer, CPI, inflation, price index, indexes, price, and USA.

Gain valuable insights into the automotive market with our comprehensive Car Prices Dataset. Designed for businesses, analysts, and researchers, this dataset provides real-time and historical car pricing data to support market analysis, pricing strategies, and trend forecasting.

Dataset Features

Vehicle Listings: Access detailed car listings, including make, model, year, trim, and specifications. Ideal for tracking market trends and pricing fluctuations. Pricing Data: Get real-time and historical car prices from multiple sources, including dealerships, marketplaces, and private sellers. Market Trends & Valuations: Analyze price changes over time, compare vehicle depreciation rates, and identify emerging pricing trends. Dealer & Seller Information: Extract seller details, including dealership names, locations, and contact information for lead generation and competitive analysis.

Customizable Subsets for Specific Needs Our Car Prices Dataset is fully customizable, allowing you to filter data based on vehicle type, location, price range, and other key attributes. Whether you need a broad dataset for market research or a focused subset for competitive analysis, we tailor the dataset to your needs.

Popular Use Cases

Market Analysis & Pricing Strategy: Track vehicle price trends, compare competitor pricing, and optimize pricing strategies for dealerships and resellers. Automotive Valuation & Depreciation Studies: Analyze historical pricing data to assess vehicle depreciation rates and predict future values. Competitive Intelligence: Monitor competitor pricing, dealership inventory, and promotional offers to stay ahead in the market. Lead Generation & Sales Optimization: Identify potential buyers and sellers, track demand for specific vehicle models, and enhance sales strategies. AI & Predictive Analytics: Leverage structured car pricing data for AI-driven forecasting, automated pricing models, and trend prediction.

Whether you're tracking car prices, analyzing market trends, or optimizing sales strategies, our Car Prices Dataset provides the structured data you need. Get started today and customize your dataset to fit your business objectives.

View monthly updates and historical trends for US Consumer Price Index: Used Cars and Trucks. Source: Bureau of Labor Statistics. Track economic data with…

In 2024, the average selling price of used vehicles came to around ****** U.S. dollars. In 2024, new automobiles and light trucks were on average almost ****** U.S. dollars more expensive than used light vehicles. The used car boom As the price for new vehicles has been increasing, more Americans are turning towards buying second-hand cars and light trucks. Buying new cars and light trucks is typically seen as a privilege that few may do often. Generally, used vehicle sales are on the rise in most countries. Thanks to ever-improving technology, automobiles may keep running for many years and remain in good condition. This allows the average age of light vehicles in operation in the United States to increase slowly. Although new cars are often seen as status symbols, vintage cars are also very popular in the United States, the main reason for this trend being aesthetic and cultural values.

🚗 2025 Used Car Market Dataset 🚗 This dataset is carefully prepared for data scientists, analysts, and researchers who want to analyze the 2025 used car market. With approximately 2,500 rows and 13 different features, this dataset serves as a powerful resource for exploring pricing trends, brand-model preferences, and vehicle history.

📊 Dataset Contents:

price → Vehicle price brand → Brand model → Model year → Manufacturing year mileage → Mileage information title_status → Vehicle title status (Clean, Salvage, etc.) color → Color information vin, lot → Vehicle identification details 🎯 Use Cases: ✔️ Machine learning projects – Price prediction, regression models ✔️ Data analysis & visualization – Analyzing market trends ✔️ Used car market research

🔹 This dataset is clean, well-structured, and ready for use—start your analysis right away! We’d love to hear feedback from the Kaggle community. 🚀

👉 Let’s explore this data and uncover valuable insights together! 💡

Context :

In order to assist data scientists, analysts, and machine learning enthusiasts in creating predicting models for automobile pricing, the automobile Price Prediction Dataset is intended to offer an extensive collection of vehicle-related information. In order to replicate a genuine automobile market, the dataset includes a wide variety of car brands, models, manufacture years, and technical characteristics. It can be used to investigate how different elements affect an automobile's resale value, including mileage, engine size, fuel type, gearbox type, and brand reputation. Projects concentrating on price optimization, data visualization, and regression analysis in the automotive sector will benefit greatly from this dataset.

Content :

Ten attributes and 2,500 entries make up this dataset, each of which represents a crucial aspect of a distinct car. Vehicle ID, Brand, Model, Year of production, Engine Capacity (liters), Fuel Type, Transmission Type (manual or automatic), Mileage (kilometers), Condition (new, used, or like new), and Price (in USD) are among the factors. Effective analysis and modeling are made possible by the completeness and organization of all the values. Regression models for predicting automobile values, spotting market trends, and investigating connections between vehicle features and their effect on valuation can all be successfully trained using this dataset.

Graph and download economic data for Consumer Price Index for All Urban Consumers: New Vehicles in U.S. City Average (CUSR0000SETA01) from Jan 1953 to Sep 2025 about vehicles, urban, new, consumer, CPI, inflation, price index, indexes, price, and USA.

🚗 Used Car Price Dataset: A dataset for predicting used car price 📊

Dive into the world of used cars with our dataset, perfect for predicting prices. It's a carefully selected set of data that car enthusiasts, analysts, and data scientists will find valuable. Whether you're curious or looking to analyze, this dataset is your guide to understanding the dynamics of how used cars are valued.

Key Features:

• 🛣️ Rich Attributes: Explore a number of attributes, including mileage, model year, fuel type, transmission, and more, providing a 360-degree view of each vehicle's specifications.
• 📉 Depreciation Insights: Uncover patterns in vehicle depreciation over time and across different makes and models, empowering you to make informed predictions about future price trends.
• 📱 Technological Integration: Seamlessly integrate our dataset into your predictive modeling pipelines, harnessing the power of technology to foresee changes in the used car market.

Potential Applications: - 📈 Market Research: Conduct in-depth market research to identify trends, fluctuations, and hotspots in the used car industry. - 🤖 Predictive Modeling: Build robust machine learning models to predict resale values, assisting buyers, sellers, and dealerships in making informed decisions. - 🚀 Business Strategy: Inform business strategies for used car dealerships, insurance companies, and financial institutions by understanding the underlying factors influencing pricing.

How to Use: 1. 🧑‍💻 Data Science Projects: Integrate this dataset into your data science projects to explore and analyze factors impacting used car prices. 2. 🚀 Predictive Modeling: Train machine learning models to predict resale values based on historical data and a wide array of vehicle attributes. 3. 🚗 Market Insights: Gain valuable insights into market dynamics, allowing you to stay ahead of trends and developments in the used car space.

Dataset Description:

1552 Rows, 15 Columns

Attributes:

1. car_name
2. registration_year
3. insurance_validity
4. fuel_type
5. seats
6. kms_driven
7. ownership
8. transmission
9. manufacturing_year
10. mileage(kmpl)
11. engine(cc)
12. max_power(bhp)
13. torque(Nm)
14. price(in lakhs)

Steps you can do:

1. Data Preprocessing 2. Data Visualization 3. Explarotary Data Analysis 4. Feature Selection and Transformation 5. Train-Test-Split 6. Model Creation (eg: Multiple Linear Regression) 7. Model Prediction

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The European used car market continues to experience elevated prices, with the Harmonized Consumer Price Index for used cars in the Euro area reaching 121.24 in February 2025. This represents a significant increase of 21.24 points compared to the base year. The upward trend in used car prices began in early 2021 and has yet to show substantial signs of returning to pre-pandemic levels. Despite this persistent elevation, there is a growing sentiment among industry professionals that prices may start to stabilize or even decrease in the near future. Dealer expectations and market dynamics A December 2024 survey revealed that over 40 percent of European used car dealers anticipated a decrease in used car prices for 2025. This expectation aligns with the recent flattening of the price index curve observed in late 2024 and early 2025. However, about a third of the surveyed dealers believed prices would remain stable, indicating a divided outlook on the market's future direction. Consumer behavior and regional variations The used car market continues to play a significant role in vehicle ownership, particularly among younger Europeans. Nearly 60 percent of household cars available to people under 30 years old in Europe were purchased as used vehicles. This trend varies across countries, with France and Norway showing higher rates of used car ownership among young people compared to Southern European countries like Spain and Italy. Additionally, regional differences in used car mileage and transaction volumes highlight the diverse nature of the European used car market. Spain, for instance, reported the highest year-over-year increase in used car transactions as of the fourth quarter of 2024, with a 12.3 percent rise.

In the United States, the average selling price for a new light vehicle came to around ****** U.S. dollars in 2024. New light vehicles were about *** percent more expensive in 2024 than in 2023. What is the price of a new car in the U.S.?     New automobiles and light trucks were on around ****** U.S. dollars more expensive than used light vehicles: the average selling price for used vehicles amounted to about ****** U.S. dollars in 2024. This increasing price gap between new and used vehicles is partly linked to the industry's recovery from the semiconductor shortage, which led to higher new vehicle inventory and reduced pressure on the used vehicle market. The semiconductor shortage  The hike in prices across the board recorded in 2022 can be in part attributed to the global automotive chip shortage, which started in 2021 as demand rebounded from the COVID-19 pandemic. The average price rise could be observed across segments, with new full-size SUV/crossover vehicles averaging ****** U.S. dollars as of December 2022.

United States - Consumer Price Index for All Urban Consumers: Used Cars and Trucks in U.S. City Average was 184.56800 Index 1982-84=100 in September of 2025, according to the United States Federal Reserve. Historically, United States - Consumer Price Index for All Urban Consumers: Used Cars and Trucks in U.S. City Average reached a record high of 216.87600 in February of 2022 and a record low of 20.00000 in March of 1956. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Consumer Price Index for All Urban Consumers: Used Cars and Trucks in U.S. City Average - last updated from the United States Federal Reserve on December of 2025.

United States Manheim Used Vehicle Value Index: Price Change: MoM data was reported at 3.275 % in Apr 2025. This records an increase from the previous number of 2.655 % for Mar 2025. United States Manheim Used Vehicle Value Index: Price Change: MoM data is updated monthly, averaging 0.053 % from Feb 1997 (Median) to Apr 2025, with 339 observations. The data reached an all-time high of 9.462 % in May 2020 and a record low of -10.129 % in Apr 2020. United States Manheim Used Vehicle Value Index: Price Change: MoM data remains active status in CEIC and is reported by Manheim, Inc.. The data is categorized under Global Database’s United States – Table US.I116: Manheim Used Vehicle Value Index.

Dataset

This dataset was created by Mohamed Rizwan

Released under CC0: Public Domain

Contents

United States - Producer Price Index by Industry: New Car Dealers: Vehicle Sales was 79.03600 Index Dec 1999=100 in August of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: New Car Dealers: Vehicle Sales reached a record high of 201.85900 in June of 2022 and a record low of 61.20000 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: New Car Dealers: Vehicle Sales - last updated from the United States Federal Reserve on December of 2025.

China Automobile Price Index: CAI: Domestic Made: Passenger Car (PC) data was reported at 57.200 Jan2004=100 in Jun 2018. This records a decrease from the previous number of 57.600 Jan2004=100 for May 2018. China Automobile Price Index: CAI: Domestic Made: Passenger Car (PC) data is updated monthly, averaging 71.050 Jan2004=100 from Jan 2004 (Median) to Jun 2018, with 174 observations. The data reached an all-time high of 100.000 Jan2004=100 in Jan 2004 and a record low of 57.200 Jan2004=100 in Jun 2018. China Automobile Price Index: CAI: Domestic Made: Passenger Car (PC) data remains active status in CEIC and is reported by China Auto Index. The data is categorized under China Premium Database’s Price – Table CN.PB: China Auto Index: Automobile Price Index (Discontinued).

Inventory Search API - Search inventories to access detailed vehicle breakdowns, including photos, prices, locations and installed equipment. - $0.2 per 100 calls

VIN History API - Enter a 17 digit VIN to see the price history, changing odometer readings & full details about each car for up to six years back. - $0.6 per 100 calls

Dealer API - Check inventories by unique dealer ID or locate and view inventories for multiple dealerships in geographical areas. - $0.25 per 100 calls

Enhanced Vin Decoder - Submit a 17 digit VIN to pull back year, make, model and trim with the installed equipment and detailed vehicle specs. - $8.0 per 100 calls

CRM Cleanse API - Use our data to clean prospect lists. Track any car's appearance online by 17 digit VIN and know when it has been sold. - $0.8 per 100 calls

Cars Market APIs - Get Market Days Supply value for a car - $0.6 per 100 calls

Private Party Inventory Search API - Search private seller listings by any combination of layered criteria across the US and Canada. - $1.0 per 100 calls

Auction Inventory Search API - Search auction listings by any combination of layered criteria across the US and Canada. - $0.8 per 100 calls

Dealer Recent Inventory Search API - Search by any combination of criteria to view any dealership's inventory from the last 90 days across the US and Canada. - $0.6 per 100 calls

Dealer Active Inventory Search API - Fetch dealers active inventory - $20.0 per 100 calls

Inventory Ranking API - Perform ranked search with dynamic rank criteria - $0.8 per 100 calls

OEM Incentive Search API - Search Incentive Programs for 30+ car manufacturer at one place - $0.6 per 100 calls

Cached Images API - Get a cached version of the car images of the photos listed on the VDP on the dealer's website. - $0.1 per 100 calls

Recall Lookup By VIN - Get open recall information for a VIN from multiple OEM microsites - $0.3 per 100 calls

------ Heavy Equipment APIs ------ Inventory Search API - Search used heavy equipment listings by layered criteria to get prices, options, photos, videos and equipment details. - $0.2 per 100 calls

Dealer API - Search individual dealerships or groups of dealers to see their inventories and dealer profiles. - $0.25 per 100 calls

------ Motorcycles APIs ------ Inventory Search API - Search motorcycle listings by layered criteria to get prices, options, photos, videos and equipment details. - $0.2 per 100 calls

Dealer API - Search individual dealerships or groups of dealers to see their inventories and dealer profiles. - $0.25 per 100 calls

------ Recreational Vehicles APIs ------ Inventory Search API - Search recreational vehicle listings by layered criteria to get prices, options, photos, videos and equipment details. - $0.2 per 100 calls

Dealer API - Search individual dealerships or groups of dealers to see their inventories and dealer profiles. - $0.25 per 100 calls