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This Electric Vehicle (EV) Sales and Adoption dataset contains detailed records of electric vehicle sales, including vehicle details, region, customer segments, and sales metrics. It aims to help data enthusiasts and businesses forecast EV sales, analyze market trends, and derive insights to improve marketing and inventory strategies.
Data Aggregation: Combined from (fictional) public EV registration records, automotive dealership sales reports, and online retailer transactions.
Quality Control: Only confirmed EV transactions are included; partially-completed orders and canceled orders were filtered out.
Revenue Calculation: Reflects the final sale price after applying any applicable discounts or incentives.
Feature Engineering: Customer demographics (segment, region) are included to facilitate market segmentation analysis.
Sales Forecasting ā Predict future EV sales volume based on regional and demographic patterns.
Market Trend Analysis ā Identify which brands and vehicle types are most popular in specific regions.
Battery and Range Insights ā Correlate battery capacity and fast-charging options with sales performance.
Consumer Behavior & Segmentation ā Understand different customer segments' purchasing habits and price sensitivities.
Environmental Policy & Incentive Impact ā Investigate how discounts or tax incentives affect adoption rates.
Date: Represents a month in YYYY-MM format.
Region: Geographic region where sales took place.
Brand: Automotive brand (e.g., Tesla, BYD, Volkswagen, etc.).
Model: Specific EV model name.
Vehicle_Type: Category (Sedan, SUV, Hatchback, etc.).
Battery_Capacity_kWh: Battery capacity in kilowatt-hours.
Discount_Percentage: Any discount applied to final sale (%).
Customer_Segment: Broad segmentation (High Income, Tech Enthusiast, Eco-Conscious, etc.).
Fast_Charging_Option: Indicates if the vehicle supports fast-charging.
Units_Sold: Total number of units sold (in train.csv).
Revenue: Total revenue from units sold (in train.csv).
This dataset is well-suited for machine learning, statistical analysis, and data visualization projects that address growing interest in electrification, sustainability, and emerging transportation technologies!
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Explore the comprehensive history and modern trends of electric vehicles with our Global EV Sales Data. Discover key innovations, market growth.
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Electric vehicles (EVs) have seen a remarkable evolution from their early innovations to their current status as a pivotal element in the transportation industry. This document explores the rich history of electric vehicles, focusing on their development through various periods, and provides an overview of the different types of EVs available today. Through data visualizations and analysis, we highlight global EV trends, the growth of EV sales, and the distribution of various powertrain types across regions.
The electric vehicle landscape has evolved significantly, influenced by technological advancements, environmental concerns, and shifting market dynamics. The modern resurgence of EVs reflects a growing recognition of their potential to reshape the transportation industry and drive towards a more sustainable future.
The history of electric vehicles is marked by a series of innovations, declines, and revivals, spanning over a century. This section delves into the early history, the impact of the oil crises, and notable electric vehicles like the Sinclair C5.
Origins:
Electric vehicles have their roots in the early 19th century. The first practical electric vehicle was built by Scottish inventor Robert Anderson between 1832 and 1839. This early electric carriage was powered by non-rechargeable batteries and laid the groundwork for future developments.
Early 20th Century Market Share:
By the early 1900s, electric vehicles, petrol-powered cars, and steam cars each held significant shares of the market. At this time, electric vehicles were favored for their quiet operation and ease of use compared to the noisy, cumbersome petrol cars.
In 1900, electric vehicles held about one-third of the automotive market. They were popular among urban drivers due to their reliability and the convenience of not requiring manual hand-cranking, as was needed for petrol vehicles.
Decline:
The decline of electric vehicles began with the rise of petrol-powered cars, facilitated by innovations such as the electric starter and mass production techniques introduced by Henry Ford. By the 1920s, the market for electric vehicles had diminished significantly as internal combustion engines became more widespread and infrastructure for petrol vehicles expanded.
The oil crises of the 1970s, including the 1973 Arab Oil Embargo and the 1979 energy crisis, renewed interest in alternative energy sources like electric vehicles. The sharp increase in oil prices and concerns about energy security highlighted the need for less oil-dependent transportation solutions.
During this period, there was a resurgence in the development of electric vehicles as a means to reduce reliance on fossil fuels and mitigate the impact of future oil shortages.
Various automotive manufacturers and research institutions explored electric vehicles during this time. Despite the enthusiasm, many early attempts were constrained by the technology of the era, including limitations in battery performance and range.
Overview:
The Sinclair C5, designed by Sir Clive Sinclair, was an electric vehicle launched in 1985. It was a small, three-wheeled vehicle intended for short trips and urban commuting. The C5 had a top speed of about 15 miles per hour and a range of 20-30 miles on a single charge.
Reception:
Despite its innovative concept, the Sinclair C5 faced criticism for its limited speed, range, and lack of weather protection. It was also deemed unsafe by some due to its low profile and exposure to road hazards. The vehicle was not commercially successful and was discontinued after a brief production period. Nonetheless, it remains an important historical reference in the development of electric vehicles.
General Motors EV1 (1996-1999):
The GM EV1 was one of the first mass-produced electric cars of the modern era, introduced in the late 1990s. It was notable for its advanced technology and was designed specifically as an electric vehicle.
The EV1 was praised for its performance and efficiency but faced limitations due to high costs and lack of support infrastructure. GM eventually decided to discontinue the EV1 and retrieve most of the vehicles from customers.
The early 2000s marked a resurgence in electric vehicles, driven by advances in battery technology, increasing environmental concerns, and government incentives. Tesla Motors, founded in 2003, played a significant role in popularizing electric vehicles with models like the Tesla Roadster and Model S. Othe...
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This dataset provides a detailed overview of the electric vehicle (EV) market in India from 2001 to 2024. It includes monthly sales data, sales data categorized by manufacturer, and vehicle class-wise sales data for different manufacturers. This rich dataset is ideal for market analysis, trend forecasting, and research on the adoption and growth of electric vehicles in India.
Updated Files Included
EV Maker by Place
List of popular EV Makers and their location of Manufacturing Plant
Operational PC
Total Operational Public Charging Station for EV available in each state
Vehicle Class
Total vehicles (includes electric and all other fuels) registered (manufactured) by category from 2001 - Aug 2024
ev_cat_01-24
Total electric vehicles manufactured from 2001 - Aug 2024 and vehicle category
ev_sales_by_makers_and_cat_15-24
Total electric vehicles manufactured by makers from 2015 - Aug 2024 with the vehicle class
Potential Uses
Acknowledgments
This dataset was compiled and web-scrapped from Vahaan4 Dashboard
Note - The data for name of Manufacturers is only available from 2015
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This dataset shows the Battery Electric Vehicles (BEVs) and Plug-in Hybrid Electric Vehicles (PHEVs) that are currently registered through Washington State Department of Licensing (DOL).
A Battery Electric Vehicle (BEV) is an all-electric vehicle using one or more batteries to store the electrical energy that powers the motor and is charged by plugging the vehicle in to an electric power source. A Plug-in Hybrid Electric Vehicle (PHEV) is a vehicle that uses one or more batteries to power an electric motor; uses another fuel, such as gasoline or diesel, to power an internal combustion engine or other propulsion source; and is charged by plugging the vehicle in to an electric power source.
Clean Alternative Fuel Vehicle (CAFV) Eligibility is based on the fuel requirement and electric-only range requirement as outlined in RCW 82.08.809 and RCW 82.12.809 to be eligible for Alternative Fuel Vehicles retail sales and Washington State use tax exemptions. Sales or leases of these vehicles must occur on or after 8/1/2019 and meet the purchase price requirements to be eligible for Alternative Fuel Vehicles retail sales and Washington State use tax exemptions.
Monthly count of vehicles for a county may change from this report and prior reports. Processes were implemented to more accurately assign county at the time of registration.
Updated: March 12, 2024
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ā” Electric Vehicle Specs Dataset 2025
This dataset provides a comprehensive collection of specifications and performance metrics for modern electric vehicles (EVs), scraped from EV-Database.org. It supports use in:
š Data science š§ Machine learning š Market analysis ā»ļø Sustainability studies š EV adoption research
š Core Attributes
Each row represents a specific EV model with attributes across:
š· Brand & Classification
Brand & Model:⦠See the full description on the dataset page: https://huggingface.co/datasets/UrvishAhir1/Electric-Vehicle-Specs-Dataset-2025.
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TwitterIn the third quarter of 2025, over ******* battery-electric vehicles were sold in the United States. This was a year-over-year increase of over ***percent compared to the sales recorded in the third quarter of 2024. The third quarter of 2025 also recorded a hike in sales compared to the second quarter of that same year, making it the best quarter for BEV sales in the country ever. The stark increase in sales in the third quarter of 2025 is tied to the elimination of EV purchase incentives by the U.S. government. The fourth quarter of 2025 could very well see a decrease in sales. Global EV Race - Where does the U.S. stand? Over the last few years, consumers have perceived Electric Vehicles (EVs) as a far more appealing option due to their increased range, battery life, variety of models, and affordability. Therefore, the EV market has grown fast in recent years and is forecast to expand to ****billion U.S. dollars in 2029. Though the global demand for electric cars has been escalating, American sales lag behind Europe and the Asia-Pacific regions. In 2024, Chinese customers bought around **** million plug-in EVs, considerably more than American customers' purchases, around *** million that year. China leads the global EV race, with a substantial **** percent growth in sales year-on-year in 2024. However, given the market share of electric vehicles in the global automotive industry, this still can be anyone's race. Outlook of the U.S. market There is still a lack of interest in electric vehicles among American buyers compared to European and Asian consumers. In the first half of 2021, the share of the battery electric vehicle was **** percentage points more in Norway than in the U.S. One of the main reasons is that American consumers still anticipate that EVs are more expensive than gasoline vehicles and diesel internal combustion engine cars (ICE). This perception is partially true in the U.S. since the battery production market is highly concentrated in Asia, where the companies have logistical advantages, leading automotive makers to offer better prices. On the other hand, high licensing fees for electric vehicles are another factor affecting the consumption behaviors of automobile purchasers. In many states, the licensing fees for electric cars are considerably higher than their ICE counterparts. EV licensing fees were around *** U.S. dollars compared to ** U.S. dollars for standard vehicles in Georgia in 2021. Together, these factors significantly impact the individual perception of electric cars in the United States.
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Please refer to the data article where the data is described (Data-in-brief, https://doi.org/10.1016/j.dib.2024.110883).
The data article refers to the paper "A method for generating complete EV charging datasets and analysis of residential charging behaviour in a large Norwegian case study". The Electric Vehicle (EV) charging dataset includes detailed information on plug-in times, plug-out times, and energy charged for over 35,000 residential charging sessions, covering 267 user IDs across 12 locations within a mature EV market in Norway. Utilising methodologies outlined in the paper, realistic predictions have been integrated into the datasets, encompassing EV battery capacities, charging power, and plug-in State-of-Charge (SoC) for each EV-user and charging session. In addition, hourly data is provided, such as energy charged and connected energy capacity for each charging session.
The comprehensive dataset provides the basis for assessing current and future EV charging behaviour, analysing and modelling EV charging loads and energy flexibility, and studying the integration of EVs into power grids.
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TwitterPower up your Electric Vehicle (EV) development with Datatorq's extensive data. Our curated database features over 250 data points, including key information like price, specs, features, and dimensions. Stay ahead of the curve with our regularly updated data.
Why choose Datatorq's Electric Vehicle (EV) Data? - EV-Focused Insights: Get the in-depth information you need to develop and price your EVs for optimal market success. - Granular View of the Evolving EV Landscape: Our EV specialists curate our data to provide unparalleled insights into the dynamic world of Electric Vehicles (EVs). - Confidence-Building Electric Vehicle (EV) Data: Our data is cleaned, comprehensive, and meticulously maintained to ensure the highest level of accuracy for your critical decisions. - Scalable & Customizable Solutions: We tailor our EV Data to your specific needs so you get exactly the data that drives results. - Always Up-to-Date Electric Vehicle (EV) Data: Our Electric Vehicle data is constantly refreshed and validated monthly, keeping you ahead of the curve in this fast-paced market.
Datatorq's expansive and precise Electric Vehicle (EV) datasets are designed to empower innovation and success in your EV product development and pricing strategies across Europe. Gain a competitive edge in France, UK, Italy, Poland, Netherlands, Spain, Belgium, Germany, Austria, Czechia, Portugal, Romania, Switzerland, Denmark, Norway, Slovenia, Sweden, and Ireland.
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This dataset provides highly resolved market characteristics of electric passenger vehicles in China (CN_characteristics_2023.xlsx) and the EU (EU_characteristics_2023) for 2023, calculated using a bottom-up multi-dataset fusion approach. The market characteristics include electric vehicle (EV) market penetration, segment mix, sales-weighted average battery capacity, and battery chemistry mix, and are highly resolved across spatial, segmental, and powertrain levels. The dataset covers 31 provinces and municipalities in China, as well as the 27 EU member states plus Iceland and Norway. Vehicles are classified into five segments based on wheelbase. Two EV typesāBattery Electric Vehicle (BEV) and Plug-in Hybrid Electric Vehicle (PHEV)āare distinguished, along with six battery chemistries: LFP, LMO, NCM-L, NCM-M, NCM-H, and NCA.Additionally, the dataset includes bottom-up characteristic calculation code for the EU (EU_Bottom_up_Multi_dataset_fusion.m) as an example, together with an EU EV specification and registration sample (EU_Variant_2023.xlsx), which covers EVs accounting for nearly 70% of total EU sales in 2023. This file contains both the input specifications for the fusion process (e.g., vehicle segment, electric range, battery capacity) and the corresponding registration data, representing the direct outputs of the fusion process. A counterpart file is provided for China (CN_VAC_2023.xlsx), which similarly combines input specifications and registrations derived through the fusion process, conducted at the prefecture-level city resolution. To prevent this table from becoming overly lengthy and complex, we present only the vehicle registrations of each provincial capital as a representative subset.The dataset further includes the gravimetric energy density clustering code (BEV_Energy_density_clustering.m) used in obtaining sub-NCM chemistries for Chinese BEVs, its input file (BEV_energy_density_CN.xlsx), and its outputs (BEV_NCM_clustered.xlsx).
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This study discloses a dataset of electric vehiclesā (EVsā) charging transactions at a scale for multi-faceted analysis from both EV charger and user perspectives. The data comprises of whole sessions that occurred during a charging operation companyās annual commercial operation period, specifically including identifiers and charger location categories. For data acquisition, machine-to-machine wireless communication system with proper retransmission for interruption is utilised. Entire dataset is newly collected and available with 72856 sessions from 2238 EV users and 2119 chargers. The dataset can be used in a variety of ways to the functioning of power systems and markets, including EV charging service businesses, charger installation siting, demand transaction market design, and long-term investment planning of EV-related infrastructure.
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Electric Car Registrations in China increased to 1715000 Units in October from 1604000 Units in September of 2025. This dataset includes a chart with historical data for China Electric Car Registrations.
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Electric Vehicle Sales: ytd: Lucid data was reported at 5,766.000 Unit in Sep 2024. This records an increase from the previous number of 3,822.000 Unit for Jun 2024. Electric Vehicle Sales: ytd: Lucid data is updated quarterly, averaging 2,318.000 Unit from Dec 2021 (Median) to Sep 2024, with 12 observations. The data reached an all-time high of 5,940.000 Unit in Dec 2023 and a record low of 460.000 Unit in Mar 2022. Electric Vehicle Sales: ytd: Lucid data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Databaseās United States ā Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.
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Electric Vehicle Sales: ytd: Rivian data was reported at 8,553.000 Unit in Mar 2025. This records a decrease from the previous number of 51,579.000 Unit for Dec 2024. Electric Vehicle Sales: ytd: Rivian data is updated quarterly, averaging 17,087.000 Unit from Dec 2021 (Median) to Mar 2025, with 14 observations. The data reached an all-time high of 51,579.000 Unit in Dec 2024 and a record low of 583.000 Unit in Dec 2021. Electric Vehicle Sales: ytd: Rivian data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Databaseās United States ā Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.
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Electric Vehicle Sales: ytd: Fisker data was reported at 1,660.000 Unit in Mar 2024. This records a decrease from the previous number of 2,669.000 Unit for Dec 2023. Electric Vehicle Sales: ytd: Fisker data is updated quarterly, averaging 1,660.000 Unit from Sep 2023 (Median) to Mar 2024, with 3 observations. The data reached an all-time high of 2,669.000 Unit in Dec 2023 and a record low of 997.000 Unit in Sep 2023. Electric Vehicle Sales: ytd: Fisker data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Databaseās United States ā Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.
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TwitterIn the financial year of 2025, two-wheelers led the electric vehicle market in India, with sales reaching approximately *****million units. This represented a substantial growth compared to the sales figures from the previous year. Meanwhile, the sales of four-wheeler electric vehicles stood at around ********for the same period. Notably, all sectors of the electric vehicle market witnessed significant growth that year. Electric vehicle market The market projection for electric vehicles (EVs) in India is promising, with a significant increase in sales volume expected in the coming years. In the passenger vehicle segment, Tata Motors has carved out a substantial market share. Meanwhile, Ola Electric is leading the charge in the two-wheeler EV segment. However, the share of EV sales in total vehicle sales in India, while growing, is still relatively small. This points to a gradual yet steady shift towards EV adoption across various vehicle segments in the country. Challenges in EV adoption With the growing environmental concerns, the acceptance of EVs is on the rise in India, with the willingness to invest in sustainable modes of transportation. However, this transition is not without challenges. Concerns about the availability of public charging infrastructure and the safety of battery technology are prevalent. Addressing these issues will be crucial in accelerating the adoption of EVs in the country.
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The Global EV Outlook is an annual publication that identifies and discusses recent developments in electric mobility across the globe. It is developed with the support of the members of the Electric Vehicles Initiative (EVI).
Combining historical analysis with projections to 2030, the report examines key areas of interest such as electric vehicle and charging infrastructure deployment, energy use, CO2 emissions, battery demand, and related policy developments. The report includes policy recommendations that incorporate lessons learned from leading markets to inform policymakers and stakeholders concerning policy frameworks and market systems for electric vehicle adoption
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India Electric Vehicle Market Size 2025-2029
The India electric vehicle market size is forecast to increase by USD 200.03 billion at a CAGR of 93.9% between 2024 and 2029.
The market is experiencing significant growth, driven by increased adoption of enhanced logistics and transportation solutions. Technological advancements in EVs, such as longer battery life, faster-charging capabilities, improved automotive vents, and more precise automotive sensors, continue to attract consumers. However, the availability of alternatives, including hybrid vehicles and fuel-efficient internal combustion engine vehicles, challenges market growth. The market trends and analysis report delves into these factors, providing insights into the current and future landscape of the EV market. The report comprehensively assesses the market's growth prospects, helping stakeholders make informed business decisions.
What will be the Size of the Market During the Forecast Period?
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Electric Vehicles (EVs) have emerged as a significant transportation option in response to growing environmental consciousness and the pressing issue of climate change. As concerns over air pollution and carbon footprint continue to mount, EVs have gained global momentum as an attractive alternative to traditional internal combustion engine (ICE) vehicles. The market represents a dynamic and evolving landscape, with new models and improved performance continually being introduced. The car model availability on various websites is often updated by car dealers and monitored by environment agencies to ensure compliance with sustainability standards. Range, once a major concern for consumers, has significantly improved, making EVs a viable option for long-distance travel. Technological advancements, such as the integration of Electric Vehicle (EV) batteries, EV charging stations, the Internet of Things (IoT), and the shift from Diesel engines to electric powertrains, are driving the market. Environmental agencies and governments worldwide have also taken notice, implementing regulations and incentives to encourage the adoption of EVs.
Furthermore, company reports and data from vehicle registries indicate a steady increase in EV sales, with new passenger cars, including base models, becoming increasingly accessible to consumers. Despite the progress, challenges remain. The purchase costs of EVs, while decreasing, still represent a barrier for some consumers. Performance, while improving, may not yet meet the expectations of those accustomed to ICE vehicles. However, as the market continues to evolve, it is expected that these challenges will be addressed, further solidifying the position of EVs as a key player in the transportation sector. In the broader context, the shift towards EVs represents a significant step towards reducing global emissions from road transport, a major contributor to overall greenhouse gas emissions.
How is this market segmented and which is the largest segment?
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.
Charging
Normal charging
Super charging
Vehicle Type
Passenger cars
Commercial vehicles
Type
BEV
PHEV
Geography
India
By Charging Insights
The normal charging segment is estimated to witness significant growth during the forecast period.
The market is anticipated to be dominated by the normal charging segment during the forecast period. When charging an EV using an alternating current, the onboard charger plays a crucial role. This built-in system converts the received alternating current (AC) into direct current (DC) for battery usage. The onboard charger's capacity significantly influences an EV's charging speed. It determines how fast the onboard system can receive AC from the source and the number of phases it can utilize. Small hatchbacks and crossovers are popular choices in the Indian EV market. Major automakers are investing in expanding their electric vehicle fleets to meet the growing demand for lower emissions alternatives.
Get a glance at the market report of share of various segments Request Free Sample
Market Dynamics
Our market researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.
What are the key market drivers leading to the rise in adoption of India Electric Vehicle Market?
Increasing adoption of EVs for improved logistics and transportation is the key driver of the market.
Electric Vehicles (EVs) are gaining significant momentum in the market as consumers increasingly prioritize environmental consciousness and seek to reduce
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The India Electric Car Market is segmented by Vehicle Configuration (Passenger Cars) and by Fuel Category (BEV, FCEV, HEV, PHEV). The report offers market size in both market value in USD and market volume in unit. Further, the report includes a market split by Vehicle Type, Vehicle Configuration, Vehicle Body Type, Propulsion Type, and Fuel Category.
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Electric Vehicle Sales: ytd: Kia data was reported at 8,656.000 Unit in Mar 2025. This records a decrease from the previous number of 56,099.000 Unit for Dec 2024. Electric Vehicle Sales: ytd: Kia data is updated quarterly, averaging 13,566.000 Unit from Mar 2021 (Median) to Mar 2025, with 17 observations. The data reached an all-time high of 56,099.000 Unit in Dec 2024 and a record low of 680.000 Unit in Mar 2021. Electric Vehicle Sales: ytd: Kia data remains active status in CEIC and is reported by Cox Automotive. The data is categorized under Global Databaseās United States ā Table US.RA008: Electric Vehicle Sales: by Brand and Model: ytd.
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This Electric Vehicle (EV) Sales and Adoption dataset contains detailed records of electric vehicle sales, including vehicle details, region, customer segments, and sales metrics. It aims to help data enthusiasts and businesses forecast EV sales, analyze market trends, and derive insights to improve marketing and inventory strategies.
Data Aggregation: Combined from (fictional) public EV registration records, automotive dealership sales reports, and online retailer transactions.
Quality Control: Only confirmed EV transactions are included; partially-completed orders and canceled orders were filtered out.
Revenue Calculation: Reflects the final sale price after applying any applicable discounts or incentives.
Feature Engineering: Customer demographics (segment, region) are included to facilitate market segmentation analysis.
Sales Forecasting ā Predict future EV sales volume based on regional and demographic patterns.
Market Trend Analysis ā Identify which brands and vehicle types are most popular in specific regions.
Battery and Range Insights ā Correlate battery capacity and fast-charging options with sales performance.
Consumer Behavior & Segmentation ā Understand different customer segments' purchasing habits and price sensitivities.
Environmental Policy & Incentive Impact ā Investigate how discounts or tax incentives affect adoption rates.
Date: Represents a month in YYYY-MM format.
Region: Geographic region where sales took place.
Brand: Automotive brand (e.g., Tesla, BYD, Volkswagen, etc.).
Model: Specific EV model name.
Vehicle_Type: Category (Sedan, SUV, Hatchback, etc.).
Battery_Capacity_kWh: Battery capacity in kilowatt-hours.
Discount_Percentage: Any discount applied to final sale (%).
Customer_Segment: Broad segmentation (High Income, Tech Enthusiast, Eco-Conscious, etc.).
Fast_Charging_Option: Indicates if the vehicle supports fast-charging.
Units_Sold: Total number of units sold (in train.csv).
Revenue: Total revenue from units sold (in train.csv).
This dataset is well-suited for machine learning, statistical analysis, and data visualization projects that address growing interest in electrification, sustainability, and emerging transportation technologies!