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.

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.

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

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 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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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.

1) Data Introduction • The Extended Dataset for Used Car Prices Regression Dataset is a structured dataset designed to predict the collector’s value of used vehicles based on a variety of features related to car pricing. It includes key attributes such as model year, brand, model, vehicle type, fuel efficiency (MPG), and MSRP. The collection_car variable indicates whether a car is considered a collector’s item due to its rarity or historical significance.

2) Data Utilization (1) Characteristics of the Extended Dataset for Used Car Prices Regression Dataset: • The dataset contains key factors influencing vehicle value, such as miles_per_gallon, premium_version, and msrp (Manufacturer's Suggested Retail Price).

(2) Applications of the Extended Dataset for Used Car Prices Regression Dataset: • Collector car prediction model development: The dataset can be used to train machine learning classification models that predict whether a vehicle has collector value based on its characteristics. • Rare vehicle market analysis and targeted marketing: By identifying vehicles with high collector value, the dataset supports applications in used car marketing, insurance planning, and premium vehicle recommendation systems.

🚗 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! 💡

Snapshot img

US Used Car Market Size 2025-2029

The US used car market size is forecast to increase by USD 40.2 billion, at a CAGR of 4.3% between 2024 and 2029.

The used car market in the US is witnessing significant growth, driven by the excellent value proposition that used cars offer to consumers. The increasing popularity of websites dedicated to selling used cars has expanded market reach and convenience, allowing consumers to browse and purchase vehicles online. Stringent emission regulations are restricting the sales of non-compliant used cars, necessitating investments in upgrading and maintaining commercial vehicle fleets to meet regulatory requirements. These regulations necessitate investments in emission testing and certification processes, increasing operational costs for dealers. To capitalize on opportunities, dealers can focus on offering certified pre-owned vehicles and implementing robust emission testing procedures.
Additionally, leveraging digital marketing strategies and offering flexible financing options can help attract and retain customers. Overall, the used car market presents both challenges and opportunities for players, requiring strategic planning and innovation to succeed.

What will be the size of the US Used Car Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
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The used car market in the US continues to evolve, with various sectors adapting to emerging trends and technologies. Vehicle data analysis plays a pivotal role in understanding vehicle depreciation curves and return on investment for dealers. Payment processing systems streamline sales transactions, while sales performance metrics and customer lifetime value inform strategic decision-making. Fraud detection systems ensure compliance with legal standards, and insurance cost factors influence acquisition channel efficiency. Inventory turnover rate, a key performance indicator, varies across dealerships. Compliance audits and dealer training programs maintain legal compliance and improve customer satisfaction. Market penetration rate and resale value prediction help dealers optimize pricing models.
Consumer protection laws and financing product offerings shape customer trust and loyalty. Operating costs analysis, customer service feedback, and sales conversion rates contribute to profit margin calculation. Risk assessment models, employee performance metrics, marketing spend efficiency, and pricing model validation are essential for long-term success. A recent study reveals a 5% increase in sales for dealerships implementing advanced data analytics. Industry growth is expected to reach 3% annually, driven by these evolving market dynamics.

How is this market segmented?

The US used car market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Distribution Channel

  3P channel sales
  OEM channel sales


Product

  Mid size
  Full size
  Compact size


Vendor Type

  Organized
  Unorganized


Fuel Type

  Diesel
  Petrol


Geography

  North America

    US

By Distribution Channel Insights

The 3P channel sales segment is estimated to witness significant growth during the forecast period.

The used car market in the US is an active and dynamic sector, driven by various factors. With the constant launch of new vehicle models, the supply of used cars increases, resulting in lower prices compared to new cars. This trend encourages car owners to sell their vehicles and upgrade to newer models, shortening the average ownership cycle. Online advertising platforms play a significant role in connecting buyers and sellers. Pre-purchase inspections and vehicle history reports ensure transparency and build trust. Repairs cost estimation and parts sourcing networks help in managing the expenses of used car ownership. Market segmentation strategies cater to different customer needs, while customer relationship management tools foster loyalty.

Emissions testing standards ensure the environmental sustainability of used vehicles. Auto appraisal value tools help in determining fair prices, and loan term comparison aids in financing decisions. Marketing campaign effectiveness is measured through customer acquisition cost and interest rate calculation. Mobile apps offer functionalities like mechanical inspection checklists, paint depth measurement, and damage assessment tools. Dealer inventory management, detailing services, and vehicle photography techniques enhance the sales process. Industry growth is expected to continue, with the used car market projected to expand by 3% annually. For instance, a dealership successfully increased its sales by 15% thr

Used car prices in Germany have increased significantly since 2018, though 2023 saw a drop across some sales channel categories. Free trade vehicles recorded a decrease, with figures falling to around ****** euros in 2023. Prices of used cars sold through brand trading have always been historically higher. New and old Germany is a leader on the global car market, with car brands and production quality of long- standing. Volkswagen, Mercedes, and BMV are among the first of many names that come to mind. Consumers may therefore be motivated to buy new cars by various means of financing, considering it a good investment for the future. Of course, new car prices differ significantly compared to used vehicles, with a new car costing an average of around ****** euros in 2023. Prices had grown in recent years, both due to the far-reaching effects of COVID-19 restrictions on industrial production and the energy crisis following the beginning of the Russia-Ukraine war. Drivers looking to buy a car are faced with familiar cost-related decisions regarding whether they buy new or second-hand, but higher fuel prices across the board are an issue facing all vehicle owners. A market with a future The German used car market is expected to grow in the coming years, with around ***** billion U.S. dollars predicted for 2025. Besides potentially contributing to sustainability and environmental protection goals, selling used cars is a business going beyond Germany’s borders. For example, Poland was Germany’s leading second-hand vehicle market by far when compared to other European countries, with around ***** cars imported in 2023.

Used car prices have been increasing across all vehicle age groups in Spain between 2021 and 2022, with used cars between 10 and 15 years old recording the steepest price inflation. This age group's average price was up **** percent year-over-year, reaching around ***** euros in 2022. In contrast, cars between *** and three years old reported a slower inflation, costing approximately ****** euros in 2022—**** percent more than in 2021.

Sales of used light vehicles in the United States came to around **** million units in 2024. In the same period, approximately **** million new light trucks and automobiles were sold here. Declining availability of vehicles In the fourth quarter of 2024, about ***** million vehicles were in operation in the United States, an increase of around *** percent year-over-year. The rising demand for vehicles paired with an overall price inflation lead to a rise in new vehicle prices. In contrast, used vehicle prices slightly decreased. E-commerce: a solution for the bumpy road ahead? Financial reports have revealed how the outbreak of the coronavirus pandemic has triggered a shift in vehicle-buying behavior. With many consumer goods and services now bought online due to COVID-19, the automobile industry has also started to digitally integrate its services online to reach consumers with a preference for contactless test driving amid the global crisis. Several dealers and automobile companies had already begun to tap into online car sales before the pandemic, some of them being Carvana and Tesla.

By June 2022, over ** percent of the used vehicle retail inventory were vehicles priced over ****** U.S. dollars, up from *** percent a year earlier. As a result of the global chip shortage, used vehicles became increasingly more expensive in the United States. This is most visible in the stock priced between 10,000 and ****** U.S. dollars. In June 2020, this segment represented close to ** percent of retailers' inventory. This volume dropped to around *** percent by June 2022.

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.

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.

• Noticeably changes in the car market in the last few years are an exciting point to analyze the used car market in Egypt looking to answer different questions about it. Approximately 40 million used vehicles are sold each year.
• Effective pricing strategies can help people to efficiently sell their products in a competitive market and make a profit.
• We want to estimate the price of used cars by taking into account a set of features, based on historical data.
• Get a better understanding of the most relevant features that help determine the price of a used vehicle.

This data is collected from hatla2ee and have 17,160 rows This data collected in May 2023

View monthly updates and historical trends for US Consumer Price Index: All Items Less Food, Shelter, Energy, and Used Cars and Trucks. Source: Bureau of …

Snapshot img

UK Used Car Market Size 2025-2029

The uk used car market size is forecast to increase by USD 39.5 billion, at a CAGR of 6.2% between 2024 and 2029.

The Used Car Market in the UK is driven by the excellent value for money proposition that pre-owned vehicles offer, making them an attractive alternative to new cars for many consumers. Another significant trend shaping the market is the increasing preference for car subscription services, which provide flexibility and convenience for customers. However, the market also faces challenges, including the growing importance of digital touchpoints in the car buying process and the need for dealers to adapt and improve their online presence. Additionally, the rise of car subscription services poses a threat to traditional dealership models, requiring dealers to explore new business models and revenue streams to remain competitive. Companies seeking to capitalize on market opportunities and navigate challenges effectively should focus on enhancing their digital presence, offering flexible and convenient purchasing options, and exploring partnerships with car subscription services.

What will be the size of the UK Used Car Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free Sample

The used car market in the UK is influenced by various factors, including the exterior and interior condition of the vehicles, financial history, economic trends, and consumer demand. Financially sound buyers prefer cars with well-maintained exteriors and interiors, ensuring lower car ownership costs in the long run. Economic trends, such as inflation and interest rates, impact car financing options and vehicle affordability. Maintaining a vehicle's fuel consumption within acceptable limits and adhering to the vehicle maintenance schedule is crucial for reliable performance and resale value. Financial institutions consider a vehicle's title, accident history, and service records when assessing car financing options. Emerging technologies, such as electric vehicles and autonomous driving, are transforming the industry, while insurance coverage, safety ratings, and vehicle age & mileage remain essential factors in consumer decision-making. Previous owners, engine size & type, transmission options, and vehicle features & equipment also influence consumer preferences. Car repair costs, loan terms, car financing options, and industry innovations contribute to market volatility. Registration documents, vehicle history records, and insurance coverage are essential for transparency and trust. Understanding the impact of these factors on car ownership costs is crucial for businesses operating in the UK used car market.

How is this market segmented?

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ChannelOrganizedUnorganizedVehicle TypeCompact carSUVMid sizeSales ChannelDealershipsOnline PlatformsPrivate SalesFuel TypePetrolDieselHybridElectricGeographyEuropeUK

By Channel Insights

The organized segment is estimated to witness significant growth during the forecast period.

The used car market in the UK is characterized by various entities that influence its dynamics and trends. Depreciation and car insurance premiums are significant factors that impact the affordability of used cars. Safety features, a priority for consumers, are increasingly being incorporated into used vehicles through refinishing and upgrades. Car rental companies offer flexible mobility solutions, while automotive technology advances drive the adoption of vehicle diagnostics and digital car retailing. Used car dealerships and online marketplaces facilitate transactions with vehicle inspections, mileage verification, and consumer reviews. Sustainable transportation initiatives and online payment systems are shaping the market, as are car leasing agreements, price elasticity, and inflation rates. Fuel efficiency, car finance options, and driving assistance systems are key considerations for buyers. Government incentives and emissions standards influence consumer spending patterns, with a growing interest in alternative fuel vehicles and hybrid car technology. Fleet management services and car maintenance costs are essential services for businesses and individuals alike. Industry regulations and consumer protection laws ensure transparency and trust in the market. Used car warranty, customer satisfaction ratings, and brand reputation are crucial factors for buyers. The market share dynamics of organized companies, including dealership chains, online marketplaces, and OEM-affiliated dealerships, are shaped by their ability to provide guarantees, technical expertise, and

View monthly updates and historical trends for US Consumer Price Index: New and Used Motor Vehicles. Source: Bureau of Labor Statistics. Track economic da…