100+ datasets found
  1. NFL Play Statistics dataset (secondary)

    • kaggle.com
    Updated Apr 27, 2020
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    Todd Steussie (2020). NFL Play Statistics dataset (secondary) [Dataset]. https://www.kaggle.com/toddsteussie/nfl-play-statistics-secondary-datasets/code
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Apr 27, 2020
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Todd Steussie
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    NFL is one of the most popular sports in the world. Many of us are stat geeks who understanding not what just happened but also who and why. This NFL dataset provides a comprehensive view of NFL games, statistics, participation, and much more. The dataset includes NFL play data from 2004 to the present.

    This NFL dataset provides play-by-play data from the 2004 to 2019 seasons. Dataset also includes play and participation information for players, coaches, and game officials. Additional data tables included in this file includes NFL Draft from 1989 to present, NFL Combine 1999 to present, NFL rosters from 1998 to present, NFL schedules, stadium information and much more. The granularity of NFL statistics varies by NFL season. The current version of NFL statistics has been collected since 2012. All information sources used to create this dataset are from publically accessible websites and the NFL GSIS dataset.

    All information sources used to create this dataset are from publically accessible websites and NFL documentation. Although my current life is focused on data science, this project has a special place in my heart, since it links my previous profession in the NFL with my current passion for data analysis.

  2. Average length of player careers in the NFL

    • statista.com
    Updated Mar 12, 2024
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    Statista (2024). Average length of player careers in the NFL [Dataset]. https://www.statista.com/statistics/240102/average-player-career-length-in-the-national-football-league/
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    Dataset updated
    Mar 12, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    The average length of a player's career in the National Football League (NFL) is relatively short, with the average career lasting around 3.3 years. The league is considered one of the most physically demanding sports leagues in the world, with players regularly exposed to hard hits and collisions. This leads to a high risk of injury, and many players are forced to retire early or miss significant time due to injuries. Additionally, the NFL is highly competitive, with a large pool of talented players who are eager to take the place of those who are injured or no longer able to perform at a high level.

    Injuries are all too common in the NFL Injuries are a common and significant concern in the NFL. Due to the physical nature of the sport, players are at risk of a wide range of injuries, including both acute injuries such as broken bones and concussions, as well as chronic injuries such as joint and muscle problems. Concussions and other head injuries are also a major concern in the NFL. Football players are at a higher risk of concussions than athletes in other sports, due to the nature of the game and the fact that players are often hit in the head. Concussions can lead to a variety of long-term health problems, including chronic traumatic encephalopathy (CTE), a progressive degenerative disease of the brain that is linked to repeated head trauma.

    Preventative measures The NFL has implemented some measures to try to reduce the number and severity of injuries, such as rule changes to reduce the number of hits to the head, better equipment, and more stringent return-to-play protocols after an injury. The NFL also funds research on injuries and works with medical experts to develop best practices for preventing and treating injuries. However, many fans still believe that more can be done to improve player welfare and prioritize player safety over entertainment and revenues.

    Life after football When a player decides to retire, they have several options available to them. Many players transition to a different career, while others may choose to pursue other interests or spend time with their families. Some of the common career paths that retired NFL players pursue include broadcasting, coaching, business, philanthropy, politics, sports management, continuing education, and personal training or fitness coaching.

    The NFL also offers several retirement benefits for players, such as pension plan, disability and death benefits, and health insurance for players, and their families. The NFL Players Association also provides assistance and support for players as they transition out of football and into new careers.

  3. NFL Play by play 2009-2018

    • kaggle.com
    Updated Oct 14, 2021
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    doshij (2021). NFL Play by play 2009-2018 [Dataset]. https://www.kaggle.com/doshij/nfl-play-by-play-20092018/code
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Oct 14, 2021
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    doshij
    Description

    Dataset

    This dataset was created by doshij

    Contents

  4. Player salaries in the NFL by team 2023

    • statista.com
    • ai-chatbox.pro
    Updated Jun 24, 2025
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    Statista (2025). Player salaries in the NFL by team 2023 [Dataset]. https://www.statista.com/statistics/240074/player-salaries-of-national-football-league-teams/
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    Dataset updated
    Jun 24, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    United States
    Description

    During the 2023/24 season, the Baltimore Ravens had the highest player payroll among the 32 teams competing in the National Football League (NFL). The team had a payroll amounting to approximately *** million U.S. dollars. By comparison, the two NFL teams with the lowest player payroll during the 2023/24 season were the Los Angeles Rams and the Indianapolis Colts at *** million U.S. dollars. What is the average ticket price for a Los Angeles Rams game? The average ticket price for a Los Angeles Rams home game was around *** U.S. dollars in the 2023 season. During that period, the Los Angeles Rams recorded an average home attendance of ****** spectators. The Los Angeles Rams average regular season home attendance peaked in 2016 at ******. What NFL team has the highest franchise value? Even though the Dallas Cowboys have neither won nor competed in a Super Bowl since 1996, the team is still by far the most valuable franchise in the NFL. In 2024, the Cowboys has a franchise value of **** billion U.S. dollars; this was over *** billion U.S. dollars more than its closest rival, the Los Angeles Rams. Meanwhile, the New England Patriots had the third-highest franchise value that year at *** billion.

  5. Average player salary in the NFL by team 2019/20

    • statista.com
    Updated Jun 14, 2022
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    Statista (2022). Average player salary in the NFL by team 2019/20 [Dataset]. https://www.statista.com/statistics/675385/average-nfl-salary-by-team/
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    Dataset updated
    Jun 14, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States, Canada
    Description

    The Atlanta Falcons had the highest average annual player salary in the 2019/20 season – each of their players took home an average of 4.71 million U.S. dollars. In comparison, the team with the lowest wage bill, the Miami Dolphins with an average annual revenue of 2.05 million U.S. dollars per player in 2019/20 . The New England Patriots, who have dominated the NFL in recent years, had a surprisingly average wage bill coming in at an average of 3.21 million U.S. dollars per player, 16th on the list.

    New England Patriots Despite the franchise’s modest wage bill, the Patriots’ success in recent years is anything but modest. The team took home the Vince Lombardi Trophy in 2019, having beaten the Los Angeles Rams 13-3 in the Super Bowl. This marked the Patriots’ third success in five years and their sixth Super Bowl victory overall. Their latest title drew them level with the Pittsburgh Steelers with six total Super Bowl wins. However, with the Steelers’ last title coming back in 2009, it seems only a matter of time before the Patriots claim the outright lead. No doubt helped by the team’s recent success, the franchise value of the New England Patriots has soared from 1.8 billion U.S. dollars in 2013 to 3.8 billion U.S. dollars in 2018. The franchise’s revenue has also increased in recent years, with the latest estimates reaching almost 600 million U.S. dollars.

    High and lows of NFL salaries In order to ensure that the athletes are fairly compensated for their work, the NFL has a minimum annual player salary in place. This wage stood at 375 thousand U.S. dollars in 2011, but has since risen to almost 500 thousand U.S. dollars in 2019. At the other end of the spectrum, a hard salary cap is also in place to ensure teams do not overspend on players. This cap was at 188.2 million U.S. dollars in 2019 and breaches of this cap include fines of up to five million U.S. dollars, loss of draft picks, or cancellation of contracts.

  6. NFL interest in the U.S. 2025, by age

    • statista.com
    Updated Mar 13, 2025
    + more versions
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    Statista (2025). NFL interest in the U.S. 2025, by age [Dataset]. https://www.statista.com/statistics/1098885/interest-level-football-age/
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    Dataset updated
    Mar 13, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jan 29, 2025 - Jan 31, 2025
    Area covered
    United States
    Description

    The National Football League comprises 32 teams from across the United States competing in two conferences split roughly by region. The NFL is one of the most popular professional sports leagues in the United States, with televised games attracting millions of viewers each week. A January 2025 survey found that 32 percent of Americans aged 34 to 54 considered the NFL to be their top interest.

  7. NFL Injury Analysis 2012-2017

    • kaggle.com
    Updated Dec 19, 2023
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    The Devastator (2023). NFL Injury Analysis 2012-2017 [Dataset]. https://www.kaggle.com/datasets/thedevastator/nfl-injury-analysis-2012-2017
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Dec 19, 2023
    Dataset provided by
    Kaggle
    Authors
    The Devastator
    Description

    NFL Injury Analysis 2012-2017

    NFL Injuries 2012-2017: Yearly, injury type, scenario, and season type data

    By Throwback Thursday [source]

    About this dataset

    This dataset provides comprehensive information on injuries that occurred in the National Football League (NFL) during the period from 2012 to 2017. The dataset includes details such as the type of injury sustained by players, the specific situation or event that led to the injury, and the type of season (regular season or playoffs) during which each injury occurred.

    The Injury Type column categorizes the various types of injuries suffered by players, providing insights into specific anatomical areas or specific conditions. For example, it may include injuries like concussions, ankle sprains, knee ligament tears, shoulder dislocations, and many others.

    The Scenario column offers further granularity by describing the specific situation or event that caused each injury. It can provide context about whether an injury happened during a tackle, collision with another player or object on field (such as goalposts), blocking maneuvers gone wrong, falls to the ground resulting from being off-balance while making plays, and other possible scenarios leading to player harm.

    The Season Type column classifies when exactly each injury occurred within a particular year. It differentiates between regular season games and playoff matches – identifying whether an incident took place during high-stakes postseason competition or routine games throughout the regular season.

    The Injuries column represents numeric data detailing how many times a particular combination of year-injury type-scenario-season type has occurred within this dataset's timeframe – measuring both occurrence frequency and severity for each unique combination.

    Overall, this extensive dataset provides valuable insight into NFL injuries over a six-year span. By understanding which types of injuries are most prevalent under certain scenarios and during different seasons of play - such as regular seasons versus playoffs - stakeholders within professional football can identify potential areas for improvement in safety measures and develop strategies aimed at reducing player harm on-field

    How to use the dataset

    The dataset contains six columns:

    • Year: This column represents the year in which the injury occurred. It allows you to filter and analyze data based on specific years.

    • Injury Type: This column indicates the specific type of injury sustained by players. It includes various categories such as concussions, fractures, sprains, strains, etc.

    • Scenario: The scenario column describes the situation or event that led to each injury. It provides context for understanding how injuries occur during football games.

    • Season Type: This column categorizes injuries based on whether they occurred during regular season games or playoff games.

    • Injuries: The number of injuries recorded for each specific combination of year, injury type, scenario, and season type is mentioned in this column's numeric values.

    Using this dataset effectively involves several steps:

    • Data Exploration: Start by examining all available columns carefully and making note of their meanings and data types (categorical or numeric).

    • Filtering Data by Year or Season Type: If you are interested in analyzing injuries during a particular year(s) or specific seasons (regular vs playoffs), apply filters accordingly using either one or both these columns respectively.

    3a. Analyzing Injury Types: To gain insights into different types of reported injuries over time periods specified by your filters (e.g., a given year), group data based on Injury Type and calculate aggregate statistics like maximum occurrences or average frequency across years/seaso

    3b.Scenario-based Analysis:/frequency across years/seasons. Group the data based on Scenario and calculate aggregate values to determine which situations or events lead to more injuries.

    • Exploring Injury Trends: Explore the overall trend of injuries throughout the 2012-2017 period to identify any significant patterns, spikes, or declines in injury occurrence.

    • Visualizing Data: Utilize appropriate visualization techniques such as bar graphs, line charts, or pie charts to present your findings effectively. These visualizations will help you communicate your analysis concisely and provide clear insights into both common injuries and specific scenarios.

    • Drawing Conclusions: Based on your analysis of the

    Research Ideas

    • Understanding trends in NFL injuries: This dataset can be used to analyze the number and types of in...
  8. Temporal Networks - Football, Handball, Basketball

    • zenodo.org
    • data.niaid.nih.gov
    zip
    Updated Jan 24, 2020
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    Orestis Kostakis; Orestis Kostakis (2020). Temporal Networks - Football, Handball, Basketball [Dataset]. http://doi.org/10.5281/zenodo.160509
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    zipAvailable download formats
    Dataset updated
    Jan 24, 2020
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Orestis Kostakis; Orestis Kostakis
    License

    Attribution-NonCommercial 4.0 (CC BY-NC 4.0)https://creativecommons.org/licenses/by-nc/4.0/
    License information was derived automatically

    Description

    This is a collection of datasets used for research in the field of Temporal Networks

    We have first used these datasets in the following publication:

    O.Kostakis, N.Tatti, A.Gionis, "Discovering recurrent activity in temporal networks", Data Mining and Knowledge Discovery, Special Issue in Sports Analytics, 2016.

    In summary, this collection contains three different datasets. The first is data about all matches in the 1996-'97 English Premier League. The second dataset contains a temporal network corresponding to team-passing activity of a handball team. Finally, the third dataset contains play-by-play information for 1101 basketball matches of the 2014-'15 NBA season. Within each folder, you will find a separate README file for each dataset.

    Disclaimer:

    We do not claim to have produced or own the data. We do not claim the correctness of the data.

    We provide the data only for reasons related to Research, including but not limited to research reproducibility.

  9. R

    Football Player Detect Dataset

    • universe.roboflow.com
    zip
    Updated Feb 6, 2024
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    alexzaneratto (2024). Football Player Detect Dataset [Dataset]. https://universe.roboflow.com/alexzaneratto/football-player-detect-zjoxy/model/2
    Explore at:
    zipAvailable download formats
    Dataset updated
    Feb 6, 2024
    Dataset authored and provided by
    alexzaneratto
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Variables measured
    Soccer Bounding Boxes
    Description

    Here are a few use cases for this project:

    1. Sports Analytics and Strategy: The model can be used by football teams and coaches to perform advanced sports analytics. For instance, analysts can track player's positions in real time, study their movements and strategies, observe the ball's trajectory, and examine how the goalkeeper is performing, which can offer useful insights to enhance their game strategy.

    2. Video Game Development: Gaming companies can use this model to create more realistic football video games. By learning how different classes behave in a real football match, the model can help generate AI players that perform in a more human-like manner.

    3. Automated Referee Assistance: The model can be implemented to assist referees in making the right decisions by tracking players' and ball's position, spotting potential fouls, offsides or even identifying who touched the ball last before it went out of play.

    4. Sports Broadcast Enhancement: Broadcasting or streaming services can use the model to provide real-time statistics or visual presentations to their viewers, for example the number of successful saves by a goalkeeper, player possession statistics, or real-time player highlighting.

    5. Training and Scouting: Football academies can use this model to track and analyze the performance of players during training. For scouts, the AI can help identify potential talent by providing objective data about each player's performance.

  10. US American Football Equipment Market Analysis, Size, and Forecast 2025-2029...

    • technavio.com
    Updated Jan 15, 2025
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    Technavio (2025). US American Football Equipment Market Analysis, Size, and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/us-american-football-equipment-market-analysis
    Explore at:
    Dataset updated
    Jan 15, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    United States
    Description

    Snapshot img

    US American Football Equipment Market Size 2025-2029

    The US american football equipment market size is forecast to increase by USD 312.4 million at a CAGR of 5% between 2024 and 2029.

    American Football Equipment Market is experiencing significant growth, driven by the increasing participation of youth and the growing number of women in the sport. According to recent statistics, over 11 million children in the US play organized football, representing a 2% annual growth rate. Additionally, the National Football League (NFL) reports that over 30,000 female athletes participate in American football leagues, a number that has more than doubled in the last decade. However, the market faces challenges, primarily due to concerns over player safety, specifically concussions. The fear of long-term health risks associated with repeated head trauma has led to increased scrutiny and regulations.
    As a result, equipment manufacturers are investing in research and development of advanced protective gear to mitigate these risks and ensure player safety. Companies that can effectively address this challenge while maintaining affordability and performance will have a competitive edge in the market. Overall, the American Football Equipment Market presents significant opportunities for growth, particularly in the areas of youth and women's leagues, as well as innovative safety solutions. Companies seeking to capitalize on these opportunities must stay abreast of market trends and regulations while prioritizing player safety and performance.
    

    What will be the size of the US American Football Equipment Market during the forecast period?

    Request Free Sample

    American football equipment market encompasses a range of products, including shin guards, biometric data devices, strength training equipment, and agility gear. Social media marketing and influencer partnerships are increasingly important for brands to reach consumers. Custom fit and personalized gear cater to the growing demand for comfort and performance. Rib protection, neck protection, and head protection prioritize player safety, while e-commerce platforms facilitate convenient purchasing. Sustainable materials, such as biodegradable and recycled materials, are gaining traction due to consumer safety concerns and environmental awareness. Performance analysis tools, including virtual and augmented reality, help athletes optimize their training.
    Product lifecycle management ensures quality control and intellectual property protection. Sports technology innovations, like return-to-play protocols, concussion management systems, and impact testing equipment, enhance player safety and improve overall performance. Conditioning programs and training aids are essential for athletes to excel in their sport. Artificial intelligence and mobile apps streamline operations and provide valuable insights for teams and individuals. Market dynamics include the evolving role of brand partnerships, patent protection, and the integration of biometric data into equipment design. The football equipment market continues to evolve, driven by consumer preferences, technological advancements, and regulatory requirements.
    

    How is this market segmented?

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

    Product
    
      Protective gear
      Helmets
      Cleats
      Balls
      Training equipment
    
    
    End-user
    
      Amateur
      Professional Athletes
      Collegiate Players
      High School Players
      Recreational Players
    
    
    Retail Channel
    
      Specialty and sports shops
      Department and discount stores
      Online retail
    
    
    Material
    
      Polycarbonate
      Foam
      Leather
      Synthetic Fabrics
    
    
    Geography
    
      North America
    
        US
    

    By Product Insights

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

    Protective gear, a significant segment in the American football equipment market, accounts for the largest revenue share. This category encompasses essential items such as cups and athletic supporters, elbow sleeves and arm pads, gloves, girdles, hip, knee, thigh, and tail pads, mouth guards, neck rolls, shoulder pads, and rib protectors. The NFL and high school football leagues, governed by the National Federation of State High School Associations (NFHS), mandate the use of specific protective gear for players. Compliance with these regulations ensures a baseline level of safety and drives demand for essential protective equipment. The NFL's rule mandating the use of leg and thigh pads, implemented in 2013, further boosts the growth of protective gear and equipment in American football.

    Customer preferences prioritize performance enhancement and injury prevention, leading to continuous innovation in protective gear technology.

  11. American Football Balls Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Jun 30, 2025
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    Growth Market Reports (2025). American Football Balls Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/american-football-balls-market-global-industry-analysis
    Explore at:
    pptx, pdf, csvAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    American Football Balls Market Outlook



    As per our latest research, the global American Football Balls market size reached USD 685 million in 2024, reflecting the sport’s enduring popularity and expanding reach worldwide. The market is expected to grow at a CAGR of 4.1% during the forecast period, with the market size projected to reach USD 972 million by 2033. This growth is primarily driven by increasing participation in American football at both amateur and professional levels, rising investments in sports infrastructure, and growing global interest in the sport beyond its traditional strongholds.




    One of the key growth factors propelling the American Football Balls market is the rising participation in organized sports, particularly in schools, colleges, and community leagues. The increasing emphasis on physical education and extracurricular activities in educational institutions has led to a significant surge in demand for quality sports equipment, including footballs. Additionally, the proliferation of youth leagues and grassroots programs, especially in North America and parts of Europe, has further driven the need for a diverse range of football balls tailored to different age groups and skill levels. This trend is complemented by the growing influence of American football in emerging markets, where the sport is being actively promoted as part of sports development initiatives.




    Technological advancements and innovations in manufacturing processes have also played a pivotal role in the growth of the American Football Balls market. Manufacturers are increasingly focusing on developing products with enhanced durability, better grip, and superior aerodynamics, catering to the evolving needs of both amateur and professional players. The adoption of advanced materials such as high-grade leather, composites, and synthetic rubbers has improved product quality, resulting in longer-lasting and more reliable footballs. Furthermore, the integration of branding and customization options has opened new avenues for market expansion, as teams, schools, and organizations seek personalized solutions to reinforce their identity and foster team spirit.




    Another significant driver of market growth is the robust promotional ecosystem surrounding American football. Major leagues such as the NFL, along with collegiate and high school competitions, generate immense media attention and fan engagement, fueling the demand for official and replica footballs. Sponsorships, celebrity endorsements, and the growing popularity of televised and digital broadcasts have significantly contributed to the sport’s visibility, encouraging more people to participate and purchase related equipment. The increasing trend of home-based training and recreational play, particularly during off-seasons or in regions with limited access to formal training facilities, has further bolstered market growth.




    From a regional perspective, North America continues to dominate the American Football Balls market, accounting for the largest share in terms of both value and volume. The United States, in particular, remains the epicenter of the sport, with a well-established infrastructure, strong institutional support, and a vast consumer base. However, Europe and Asia Pacific are emerging as promising markets, driven by growing awareness, rising disposable incomes, and strategic efforts by sports organizations to popularize American football. The Middle East & Africa and Latin America are also witnessing gradual growth, supported by increasing investments in sports development and the rising influence of international sports media. As the market continues to evolve, regional dynamics will play a crucial role in shaping future growth trajectories.





    Product Type Analysis



    The American Football Balls market is segmented by product type into Leather Footballs, Composite Footballs, Rubber Footballs, and Others. Leather footballs have long been regarded as the gold standard in the industry, particularly for professiona

  12. H

    Replication Data for: The Alliance Formation Puzzle in Contests with...

    • dataverse.harvard.edu
    Updated Oct 24, 2019
    + more versions
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    Justin Ehrlich; Yang-Ming Chang; Matthew Harmon; Shane Sanders (2019). Replication Data for: The Alliance Formation Puzzle in Contests with Capacity-Constraints: A Test using American Football Reception-Coverage Contest Data [Dataset]. http://doi.org/10.7910/DVN/ZIQQXO
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Oct 24, 2019
    Dataset provided by
    Harvard Dataverse
    Authors
    Justin Ehrlich; Yang-Ming Chang; Matthew Harmon; Shane Sanders
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    We utilize a contest-theoretic model to demonstrate a version of the alliance form puzzle that aligns with reception-coverage contests in American football. Namely, secondary defenders can opt for single-coverage (1 v 1 contest) or form a defensive alliance (double-coverage or 2 v 1 contest with exogenous intra-alliance prize division) when defending a given receiver. In our theoretical treatment, we find that defenses have a lower equilibrium success rate in preventing the receiver from “getting open” under double-coverage than under single-coverage in the absence of (sufficiently-binding) capacity constraints. We also find that this success rate paradox is a necessary condition for the alliance formation puzzle (i.e., loss of expected allied party payoffs under alliance). We then test the theoretical treatment by analyzing 8,508 plays of NCAA and NFL game data within a set of fixed effects, logistic regression models that control for receiver, level-of-play, and season-of-play. We find that equilibrium level of defensive success rises significantly (p-value < .01) and substantially (marginal effect of between 12.8 and 17 percentage points) when moving from single-coverage to double-coverage, ceteris paribus. There is strong evidence that the necessary condition for the alliance formation puzzle does not hold in this setting. We conclude that sufficiently-binding (physiological and training-based) capacity constraints eliminate the alliance formation puzzle in this setting (as was shown theoretically by Konrad and Kovenock, 2009). This empirical result suggests that other contest settings that regularly feature alliance (e.g., liquidity-constrained conflict) may not be puzzling.

  13. Online Football Games Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Oct 5, 2024
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    Dataintelo (2024). Online Football Games Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/online-football-games-market
    Explore at:
    csv, pdf, pptxAvailable download formats
    Dataset updated
    Oct 5, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Online Football Games Market Outlook



    In 2023, the global online football games market size was valued at approximately USD 1.8 billion and is projected to reach around USD 4.5 billion by 2032, growing at a CAGR of 10.6% during the forecast period. The primary drivers for this growth include advancements in gaming technology, increased internet penetration, and the rising popularity of football as a sport worldwide.



    One of the primary growth factors for the online football games market is the continuous advancements in gaming technology. The evolution of graphics, artificial intelligence, and virtual reality in gaming has significantly enhanced the user experience, making online football games more immersive and engaging. These technological advancements have not only attracted hardcore gamers but have also expanded the market to include casual players. As game developers continue to innovate and release new features, the appeal of online football games is expected to grow, driving market expansion.



    Another key growth factor is the increasing penetration of the internet and the proliferation of smartphones. With more people gaining access to high-speed internet and affordable smartphones, the accessibility of online football games has improved dramatically. This has particularly impacted emerging markets in Asia Pacific and Latin America, where mobile gaming is witnessing exponential growth. The convenience of playing these games on-the-go has also contributed to their popularity, making them a favored pastime for many.



    The growing popularity of football as a sport globally has also played a crucial role in the expansion of the online football games market. Football has a massive following, with millions of fans worldwide actively engaging with the sport through various media. This enthusiasm translates into a considerable user base for football-themed video games. Major football events, such as the FIFA World Cup and UEFA Champions League, further amplify interest in football games, boosting market demand during these events.



    Regional analysis shows that North America and Europe are currently leading the market, owing to their established gaming industries and high disposable incomes. However, the Asia Pacific region is anticipated to witness the highest growth rate during the forecast period. The burgeoning middle class, increasing internet penetration, and rising popularity of mobile gaming in countries like China and India are driving this growth. Latin America and the Middle East & Africa are also showing promising potential, supported by a growing number of gamers and improving digital infrastructure.



    Game Type Analysis



    The online football games market can be segmented by game type into simulation, arcade, management, and others. Simulation games dominate this segment, as they offer a highly realistic gaming experience that appeals to football enthusiasts. These games often feature advanced graphics, real-time physics, and licensed teams and players, which add to their authenticity. Examples of popular simulation games include FIFA and Pro Evolution Soccer (PES). The demand for simulation games is expected to remain strong, driven by continuous technological advancements and high levels of fan engagement.



    Arcade football games, on the other hand, offer a more casual and fast-paced gaming experience. These games are typically easier to play and often include exaggerated physics and simplified controls. While they may not offer the same level of realism as simulation games, their accessibility makes them popular among casual gamers and younger audiences. Titles like Rocket League have carved out a niche in this segment, combining football mechanics with car racing elements to create a unique gaming experience.



    Management games focus on the strategic and managerial aspects of football. These games allow players to take on the role of a football club manager, making decisions about team formation, player transfers, and financial management. Football Manager is a leading title in this segment, known for its in-depth and realistic simulation of football management. The appeal of management games lies in their complexity and the sense of control they offer, attracting players who enjoy strategic planning and decision-making.



    The 'others' category includes various unconventional football games that do not fit neatly into the aforementioned segments. These could range from football-themed puzzles to innovative hybrids that combine football with other genres. While this se

  14. O

    Online Football Games Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 8, 2025
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    Archive Market Research (2025). Online Football Games Report [Dataset]. https://www.archivemarketresearch.com/reports/online-football-games-54044
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 8, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The online football games market is experiencing robust growth, driven by the increasing popularity of esports, advancements in mobile gaming technology, and the global appeal of football. The market size in 2025 is estimated at $2.5 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This growth is fueled by several key factors. The free-to-play model's accessibility broadens the player base significantly, while the pay-to-play segment contributes substantial revenue through in-app purchases and premium content. Mobile platforms dominate the market share due to their widespread accessibility and convenience, though PC and console gaming maintain a significant presence, particularly among hardcore gamers. Technological advancements, such as improved graphics and immersive gameplay, further enhance the user experience, driving market expansion. Geographic expansion, particularly in rapidly developing Asian markets like China and India, also contributes significantly to the market's overall growth. Competitive rivalry among established players like Electronic Arts, Konami, Tencent, and newer entrants is intense, leading to continuous innovation in game design and features. However, challenges such as market saturation in certain regions and the need for consistent content updates to maintain player engagement pose potential restraints. The market segmentation shows a clear preference for mobile platforms, but growth in PC and console segments is expected as gaming technology advances and hardware becomes more accessible. The future of the online football games market appears bright, with the potential for continued expansion driven by technological innovation, strategic partnerships, and the unwavering global passion for football. The market's diverse revenue streams, combined with a large and engaged player base, position it for sustained and significant growth over the forecast period.

  15. Players in the NFL in 2023, by ethnicity

    • statista.com
    Updated Jun 23, 2025
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    Statista (2025). Players in the NFL in 2023, by ethnicity [Dataset]. https://www.statista.com/statistics/1167935/racial-diversity-nfl-players/
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    Dataset updated
    Jun 23, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    United States
    Description

    In 2023, the greatest share of players by ethnic group in the National Football League (NFL) were black or African American athletes, constituting just over ** percent of players within the NFL. Despite the large population of Hispanic or Latino people within the United States, there is a substantial underrepresentation within the NFL, with only *** percent of players identifying as such. National Football League The National Football League (NFL) is a professional American football league that was established in 1920 and now consists of 32 clubs divided into two conferences, the National Football Conference (NFC) and the American Football Conference (AFC). The league culminates in the Super Bowl, the NFL's annual championship game. As the league’s championship game, the Super Bowl has grown into one of the world's largest single-day sporting events, attracting high television ratings and generating billions of dollars in consumer spending. NFL revenues The NFL is one of the most profitable sports leagues in the world, generating a staggering **** billion U.S. dollars in 2022. This total revenue of all ** NFL teams has constantly increased over the past 15 years and, although this figure dropped significantly in 2020, this was largely as a result of the impact of coronavirus (COVID-19) containment measures. This significant drop in revenue demonstrates one of the primary impacts of COVID-19 on professional sports leagues. NFL franchises As a result of this profitability in non-pandemic times, the franchises of the NFL are attributed extremely high market values. The Dallas Cowboys were by far the most valuable franchise in the NFL, with a market value of **** billion US dollars in 2023. The high value of NFL franchises can be seen clearly when compared to those of the NBA, MLB, and NHL. Franchises within the NFL had an average market value of approximately *** billion U.S. dollars in 2023.

  16. American Football Sales Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 22, 2024
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    Dataintelo (2024). American Football Sales Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-american-football-sales-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Sep 22, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    American Football Sales Market Outlook



    The American football sales market size is poised for robust growth, with a projected increase from $5.3 billion in 2023 to $7.8 billion by 2032, reflecting a CAGR of 4.3%. One of the major growth factors driving this market is the increasing popularity of American football not just in North America, but internationally, alongside innovations in football equipment and apparel which are enhancing the playing experience and safety for athletes.



    One of the primary growth factors for the American football sales market is the rising number of youth and amateur players. Youth leagues and programs have seen significant increases in participation rates, driven by parental support and community initiatives promoting physical activity. This, in turn, has boosted the demand for football equipment, apparel, and accessories, as families invest in quality gear for safety and performance. Moreover, the visibility and success of high school and collegiate football programs have inspired many young athletes to take up the sport.



    Another significant factor contributing to market growth is the technological advancements in football equipment. Innovations in helmet technology, such as advanced cushioning systems and impact sensors, are major selling points, as they aim to reduce the risk of concussions and other injuries. Additionally, improvements in footwear designed to enhance agility and speed, as well as apparel that offers better moisture management and comfort, are attracting both amateur and professional players. These technological advancements are often marketed through extensive advertising campaigns, further driving consumer interest and sales.



    The increasing commercialization and media coverage of American football also play a crucial role in market growth. The National Football League (NFL) and other football leagues have successfully expanded their reach through international games, digital streaming platforms, and social media engagement. This has not only increased the sport's global fanbase but also heightened the demand for football merchandise, including jerseys, footwear, and accessories. The commercial success of major events like the Super Bowl, which garners millions of viewers worldwide, further stimulates market demand.



    Regionally, North America continues to dominate the American football sales market, owing to the sport's entrenched cultural significance and established infrastructure. However, there is a noticeable surge in interest and market growth in regions such as Europe and Asia Pacific. In Europe, for instance, the NFL's initiatives to hold regular season games in London have sparked increased enthusiasm and participation in American football, leading to higher sales of football-related products. Similarly, in Asia Pacific, countries like Japan and South Korea are witnessing growing participation in American football, driven by grassroots programs and international exposure.



    Product Type Analysis



    The American football sales market is segmented into four primary product types: football equipment, apparel, footwear, and accessories. Football equipment includes items such as helmets, shoulder pads, and protective gear, which are essential for player safety. High-quality equipment is crucial for preventing injuries and enhancing performance, which is why this segment remains a significant focus for manufacturers. Innovations in materials and design, such as lighter yet more durable helmets, continue to drive sales in this segment.



    Apparel encompasses uniforms, practice gear, and other clothing items worn by players. The apparel segment is seeing strong growth due to advancements in fabric technology that improve comfort, durability, and performance. Moisture-wicking materials, for instance, help keep players dry and comfortable during games, while compression garments can enhance muscle support and recovery. The trend towards personalized and team-specific apparel also fuels demand, as teams and players seek unique, custom-designed uniforms.



    Footwear is another crucial segment within the American football sales market. Football-specific shoes are designed to provide optimal traction, support, and agility on the field. Recent innovations in this segment include cleats with interchangeable studs for different field conditions and shoes with advanced cushioning systems to reduce impact forces. The footwear segment benefits from endorsements by professional athletes, which significantly influence consumer preferences and drive sales.


    <br /

  17. American Football Gloves Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Dec 3, 2024
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    Dataintelo (2024). American Football Gloves Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/american-football-gloves-market
    Explore at:
    pptx, csv, pdfAvailable download formats
    Dataset updated
    Dec 3, 2024
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    American Football Gloves Market Outlook



    The global market size for American football gloves is projected to experience significant growth, reaching approximately $450 million by 2032 from $260 million in 2023, with a compound annual growth rate (CAGR) of 5.7% over the forecast period. This robust expansion is fueled by an increasing emphasis on player safety, performance optimization, and the rising popularity of American football across various regions. Moreover, innovative material technology and enhanced design features are contributing to the evolution of this market, enabling better grip, flexibility, and durability of the gloves, thereby driving their adoption among both professional and amateur players worldwide.



    One of the primary growth factors for the American football gloves market is the increasing focus on player safety and performance enhancement. As the sport's physicality demands robust protective gear, gloves that offer superior grip and protection are becoming essential. Manufacturers are innovating with materials that not only improve grip but also enhance the wearer's overall dexterity and control. Additionally, the growing awareness of the potential injuries associated with playing football has led to greater investment in quality gear, including gloves, that can mitigate such risks. This trend is particularly pronounced among professional teams, where performance metrics and player safety are closely monitored to ensure peak performance and minimal injury.



    Technological advancements in material science are another critical growth factor for the American football gloves market. Modern materials like high-grade synthetic composites and advanced leather types are being utilized to create gloves that are both lightweight and highly durable. These materials provide enhanced grip, which is crucial for skill positions such as wide receivers and running backs. Furthermore, the integration of breathable fabrics and moisture-wicking technologies into glove designs helps maintain player comfort and performance in various weather conditions, boosting the appeal of these products across different climates and seasons. As a result, players are more likely to invest in high-quality gloves that offer both performance benefits and increased longevity.



    The increased popularity of American football, not just in the United States but globally, is another significant factor propelling market growth. As the sport gains traction in regions like Europe, Asia Pacific, and Latin America, the demand for American football gear, including gloves, is expected to rise. International leagues and amateur clubs are on the rise, providing more exposure and interest in the sport. This globalization of American football is creating new opportunities for manufacturers and distributors who are expanding their reach beyond traditional markets. The rise of social media and international broadcasting of major leagues like the NFL also play a crucial role in popularizing the sport, further driving the demand for football apparel and accessories.



    Regionally, North America remains the largest market for American football gloves, driven by the high popularity of the sport, extensive professional and amateur leagues, and the presence of major manufacturers. However, the market is witnessing emerging opportunities in regions like Europe and Asia Pacific, where the sport's popularity is growing rapidly. These regions are seeing increased participation in American football at both amateur and professional levels, which is expected to drive demand for quality gear. The expansion of international leagues and tournaments further supports the market growth in these regions, as it increases awareness and acceptance of American football as a popular sporting activity.



    Product Type Analysis



    The American football gloves market is diversified into various product types, each catering to the specific needs of different player positions and preferences. Receiver gloves, one of the most crucial segments, are designed to offer maximum grip and flexibility, essential for catching and holding onto the football in various playing conditions. These gloves typically feature sticky palm surfaces that enhance grip, making them popular among wide receivers and running backs. The demand for receiver gloves is driven by their ability to improve catching performance, a critical aspect of the game that can influence the outcome of plays and matches. As such, manufacturers continually innovate to enhance the grip and flexibility of these gloves, often incorporating advanced materials and technologies.



  18. R

    16 10 22 1 3 Dataset

    • universe.roboflow.com
    zip
    Updated May 5, 2023
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    PROgrammers (2023). 16 10 22 1 3 Dataset [Dataset]. https://universe.roboflow.com/programmers/16-10-22-1-3
    Explore at:
    zipAvailable download formats
    Dataset updated
    May 5, 2023
    Dataset authored and provided by
    PROgrammers
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Variables measured
    Football Players Bounding Boxes
    Description

    Here are a few use cases for this project:

    1. Sports Broadcasting Analytics: This model could aid sports broadcasters in providing real-time game statistics by identifying players, their positions, and ball interaction during a football match. It could be used to automate tagging of game highlights, key events, and player performances.

    2. Player Performance Analysis: Teams or coaching staff could use this model to evaluate the performance of specific players based on their on-field activity. This could help to develop strategies, determine training needs, and analyze opposition strengths and weaknesses.

    3. Augmented Reality Applications: This model could be utilized in AR football games or applications. Given its ability to classify different components of a football game, it could provide real-time information to the users, enhancing their interactive experience.

    4. Sports Betting Intelligence: This model could be used to gather data for developing insights for sports betting platforms. It would provide bettors with additional information about player performances, team trends, and activity during matches to help more accurately place bets.

    5. Fair Play Analysis and Decision Making: This model could assist in monitoring fair play during matches. Variables like ball possession, player interaction, and potential infringement of rules could be identified by this model, helping to refine referee decisions.

  19. Football Analysis Software Market Report | Global Forecast From 2025 To 2033...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Football Analysis Software Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/football-analysis-software-market
    Explore at:
    csv, pptx, pdfAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Football Analysis Software Market Outlook




    The global football analysis software market size was valued at USD 1.2 billion in 2023 and is projected to reach USD 3.2 billion by 2032, growing at a compound annual growth rate (CAGR) of 11.2% during the forecast period. This significant growth is primarily driven by the increasing adoption of data analytics in sports for enhancing team performance, player efficiency, and strategic planning. The integration of advanced technologies such as machine learning (ML) and artificial intelligence (AI) into football analysis software is facilitating more precise and actionable insights, further fueling market expansion.




    One of the key growth factors contributing to the expansion of the football analysis software market is the rising investment in sports technology by professional clubs and sports academies. These investments are aimed at utilizing sophisticated software solutions to analyze match data, evaluate player performance, and optimize team tactics. The growing popularity of football worldwide and the increasing competitiveness among clubs are compelling teams to adopt innovative technologies that can provide a competitive edge. Additionally, the proliferation of wearable technology and IoT devices is generating vast amounts of data, which can be analyzed using football analysis software to derive valuable insights.




    Moreover, the increasing focus on player safety and injury prevention is driving the demand for football analysis software. By analyzing players' movements and physical conditions during training and matches, coaches and medical staff can identify the risk of injuries and implement preventive measures. The software can also assist in managing players' workload and providing personalized training programs, thereby enhancing overall player health and performance. This emphasis on player welfare and performance optimization is significantly contributing to the market's growth.




    The growing trend of video analysis in sports is another crucial factor propelling the football analysis software market. Video analysis tools enable coaches to breakdown match footage, analyze key moments, and communicate strategies effectively to players. These tools are not only used for performance analysis but also for talent scouting and recruitment. By evaluating players' performances through video analytics, clubs can make informed decisions on player acquisitions and transfers. The integration of 3D simulation and augmented reality (AR) technologies in video analysis is further enhancing the capabilities of football analysis software.



    In the realm of sports technology, Sports Graphics have emerged as a pivotal tool for enhancing the visual representation of data in football analysis software. These graphics are instrumental in transforming complex data sets into easily digestible visual formats, such as heat maps, player movement trails, and tactical diagrams. By employing Sports Graphics, coaches and analysts can effectively communicate strategies and insights to players, making it easier to understand and implement tactical adjustments. The integration of dynamic and interactive graphics into football analysis software is not only improving the clarity of data presentation but also enhancing the overall user experience. As the demand for visually engaging and informative content grows, Sports Graphics are set to play an increasingly important role in the evolution of football analysis tools.




    Regionally, North America and Europe are leading the market due to the presence of advanced sports infrastructure and high adoption rates of sports technology. In North America, the United States has emerged as a significant market for football analysis software, driven by the increasing focus on soccer and the presence of major sports tech companies. Europe, with its rich football heritage and technologically advanced clubs, is also witnessing substantial growth. The Asia Pacific region is expected to grow at the highest CAGR during the forecast period, attributed to the rising popularity of football, increasing investments in sports infrastructure, and the growing adoption of technology in sports.



    Component Analysis




    The football analysis software market can be segmented by components into software and services. The software segment is further divided into various types o

  20. O

    Online Football Games Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Mar 8, 2025
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    Archive Market Research (2025). Online Football Games Report [Dataset]. https://www.archivemarketresearch.com/reports/online-football-games-53455
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Mar 8, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global online football games market is experiencing robust growth, driven by the increasing popularity of esports, advancements in mobile gaming technology, and the ever-expanding reach of internet access. The market, valued at approximately $2.5 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This significant growth is fueled by several key factors. Firstly, the free-to-play (F2P) model has democratized access, attracting a vast player base across diverse demographics. Secondly, continuous technological advancements lead to enhanced graphics, immersive gameplay, and cross-platform compatibility, further expanding the market's appeal. Finally, strategic partnerships between game developers and football leagues and clubs create authentic and engaging experiences that resonate deeply with football fans worldwide. The market's segmentation across platforms (mobile, PC, console) and monetization models (pay-to-play, free-to-play) provides various avenues for growth, with mobile gaming currently dominating the landscape due to its accessibility and widespread adoption. The competitive landscape is characterized by a mix of established giants like Electronic Arts and Konami, alongside rapidly growing mobile-focused developers like Tencent and NetEase. The continued expansion into new markets, particularly in Asia and emerging economies, presents significant opportunities for growth. However, challenges remain, including the need to constantly innovate to retain player engagement in a competitive market, addressing potential concerns around in-game purchases and ensuring fair play. The increasing prevalence of mobile esports tournaments and the potential for integration with blockchain technologies (NFTs, Metaverse) are shaping future market trends and potential new revenue streams. Geographical variations in market penetration and player preferences will continue to drive regional diversification strategies for market players. The forecast period of 2025-2033 will see this sector continue its strong trajectory, driven by the enduring passion for football and the evolving landscape of digital entertainment.

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Todd Steussie (2020). NFL Play Statistics dataset (secondary) [Dataset]. https://www.kaggle.com/toddsteussie/nfl-play-statistics-secondary-datasets/code
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NFL Play Statistics dataset (secondary)

Secondary data tables

Explore at:
CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
Dataset updated
Apr 27, 2020
Dataset provided by
Kagglehttp://kaggle.com/
Authors
Todd Steussie
License

https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

Description

NFL is one of the most popular sports in the world. Many of us are stat geeks who understanding not what just happened but also who and why. This NFL dataset provides a comprehensive view of NFL games, statistics, participation, and much more. The dataset includes NFL play data from 2004 to the present.

This NFL dataset provides play-by-play data from the 2004 to 2019 seasons. Dataset also includes play and participation information for players, coaches, and game officials. Additional data tables included in this file includes NFL Draft from 1989 to present, NFL Combine 1999 to present, NFL rosters from 1998 to present, NFL schedules, stadium information and much more. The granularity of NFL statistics varies by NFL season. The current version of NFL statistics has been collected since 2012. All information sources used to create this dataset are from publically accessible websites and the NFL GSIS dataset.

All information sources used to create this dataset are from publically accessible websites and NFL documentation. Although my current life is focused on data science, this project has a special place in my heart, since it links my previous profession in the NFL with my current passion for data analysis.

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