100+ datasets found
  1. Workplace fatal injury rate in construction Singapore 2014-2023

    • statista.com
    Updated May 29, 2024
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    Statista (2024). Workplace fatal injury rate in construction Singapore 2014-2023 [Dataset]. https://www.statista.com/statistics/1015683/singapore-workplace-fatal-injury-rate-construction/
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    Dataset updated
    May 29, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Singapore
    Description

    In 2023, the workplace fatal injury rate of the construction sector in Singapore was 3.4 fatal injuries per 100,000 employed persons. The rate has gone up as fewer workers in construction were employed in 2021.

  2. E

    Workplace Safety Statistics and Facts

    • electroiq.com
    Updated Jan 28, 2025
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    Electro IQ (2025). Workplace Safety Statistics and Facts [Dataset]. https://electroiq.com/stats/workplace-safety-statistics/
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    Dataset updated
    Jan 28, 2025
    Dataset authored and provided by
    Electro IQ
    License

    https://electroiq.com/privacy-policyhttps://electroiq.com/privacy-policy

    Time period covered
    2022 - 2032
    Area covered
    Global
    Description

    Introduction

    Workplace Safety Statistics: Do you think your workplace is dangerous? If you work in high-risk areas like law enforcement, emergency services, or agriculture, you might. But accidents can happen in any job, from offices to construction sites. Falls cause injuries to millions of workers each year, whether they’re in retail, admin, or on a construction site. Workplace accidents are a problem for everyone.

    They lead to medical and insurance costs, lost productivity, and lost wages. Plus, they can lower morale and engagement among employees. To tackle these issues, it’s important to understand Workplace Safety Statistics. Let’s look at some interesting numbers.

  3. Fatal injuries in U.S. construction industry 2011-2021

    • statista.com
    Updated Mar 21, 2023
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    Statista (2023). Fatal injuries in U.S. construction industry 2011-2021 [Dataset]. https://www.statista.com/statistics/525799/number-of-work-related-deaths-in-construction-us/
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    Dataset updated
    Mar 21, 2023
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    In 2021, there were 19 work-related deaths less in the construction industry of the United States than in the previous year. The number of fatal injuries in construction increased significantly during the last decade and peaked in 2020. While 781 people died in this industry in 2011, by 2020 that number increased to 1,034.

  4. c

    Annual Fatalities Among Construction Workers from 2018 to 2023

    • consumershield.com
    csv
    Updated Jan 14, 2025
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    ConsumerShield Research Team (2025). Annual Fatalities Among Construction Workers from 2018 to 2023 [Dataset]. https://www.consumershield.com/articles/how-many-construction-workers-die-each-year
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    csvAvailable download formats
    Dataset updated
    Jan 14, 2025
    Dataset authored and provided by
    ConsumerShield Research Team
    License

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

    Area covered
    United States of America
    Description

    The graph illustrates the annual fatalities among construction workers in the United States from 2018 to 2023. The x-axis displays the years, labeled with abbreviated two-digit numbers from '18 to '23, while the y-axis represents the total number of deaths recorded each year. Over this five-year span, the fatalities range from a low of 951 in 2021 to a high of 1,066 in 2019. The data shows fluctuations in annual deaths, with a decrease in fatalities in 2020 and 2021 followed by an increase in 2022. The graph provides a visual representation of the trends in construction worker fatalities during this period.

  5. Number of construction injuries Singapore 2014-2023

    • statista.com
    Updated Aug 9, 2024
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    Statista (2024). Number of construction injuries Singapore 2014-2023 [Dataset]. https://www.statista.com/statistics/965688/total-number-of-construction-injuries-singapore/
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    Dataset updated
    Aug 9, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Singapore
    Description

    In 2023, there were almost 3,516 workplace injuries in the construction sector. The highest number of injuries was recorded in 2021.

  6. o

    Occupational Health and Safety worker fatality and critical injury counts...

    • data.ontario.ca
    • open.canada.ca
    • +1more
    csv
    Updated Jul 16, 2024
    + more versions
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    Labour, Training and Skills Development (2024). Occupational Health and Safety worker fatality and critical injury counts report [Dataset]. https://data.ontario.ca/dataset/occupational-health-and-safety-worker-fatality-and-critical-injury-counts-report
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    csv(314), csv(508)Available download formats
    Dataset updated
    Jul 16, 2024
    Dataset authored and provided by
    Labour, Training and Skills Development
    License

    https://www.ontario.ca/page/open-government-licence-ontariohttps://www.ontario.ca/page/open-government-licence-ontario

    Time period covered
    Sep 4, 2020
    Area covered
    Ontario
    Description

    The numbers reflect incidents that were reported to and tracked by the Ministry of Labour. They exclude death from natural causes, death of non- workers at a workplace, suicides, death as a result of a criminal act or traffic accident (unless the OHSA is also implicated) and death from occupational exposures that occurred in the past.

    Data from the Ministry of Labour reflects Occupational Health and Safety (OHS) and Employment Standards (ES) information at a point in time and/or for specific reporting purposes. As a result, the information above may not align with other data sources.

    Notes on critical injuries :

    For the purposes of the data provided, a critical injury of a serious nature includes injuries that:

    1. "Place life in jeopardy"
    2. "Produce unconsciousness"
    3. "Result in substantial loss of blood"
    4. "Involve the fracture of a leg or arm but not a finger or toe"
    5. "Involve the amputation of a leg, arm, hand or foot but not a finger or toe"
    6. "Consist of burns to a major portion of the body"
    7. "Cause the loss of sight

    Only critical injury events reported to the ministry are included here. This represents data that was reported to the ministry and may not represent what actually occurred at the workplace. The critical injury numbers represent critical injuries reported to the ministry and not necessarily critical injuries as defined by the Occupational Health and Safety Act (OHSA). Non- workers who are critically injured may also be included in the ministry's data. Critical injuries data is presented by calendar year to be consistent with Workplace Safety and Insurance Board harmonized data;

    Data is reported based on calendar year

    Individual data for the Health Care program is available for Jan. 1 to Mar. 31, 2011 only. From April 2011 onwards Health Care data is included in the Industrial Health and Safety numbers.

    Notes on Fatalities :

    Only events reported to the ministry are included here. The ministry tracks and reports fatalities at workplaces covered by the OHSA. This excludes death from natural causes, death of non-workers at a workplace, suicides, death as a result of a criminal act or traffic accident (unless the OHSA is also implicated) and death from occupational exposures that occurred many years ago. Fatalities data is presented by calendar year to be consistent with Workplace Safety and Insurance Board harmonized data. Fatality data is reported by year of event.

    *[OHSA]: Occupational Health and Safety Act *[Mar.]: March *[Jan.]: January

  7. U.S. nonfatal injuries in the construction industry 2002-2022

    • statista.com
    Updated Dec 5, 2023
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    Statista (2023). U.S. nonfatal injuries in the construction industry 2002-2022 [Dataset]. https://www.statista.com/statistics/526186/nonfatal-injuries-in-constrcution-industry-in-the-us/
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    Dataset updated
    Dec 5, 2023
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    The number of construction workers with injuries that led them to have days away from work in the United States decreased in 2022 by over 1,000 cases. Additionally, there were 32,500 workers with injuries, which caused them to have job transfers or restrictions. Finally, there were around 65,400 employees with other recordable injury cases.

  8. Death rate due to all work-related injuries, New Jersey, by year: Beginning...

    • healthdata.nj.gov
    • data.wu.ac.at
    application/rdfxml +5
    Updated Sep 18, 2020
    + more versions
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    New Jersey Department of Health (2020). Death rate due to all work-related injuries, New Jersey, by year: Beginning 2010 [Dataset]. https://healthdata.nj.gov/dataset/Death-rate-due-to-all-work-related-injuries-New-Je/g74w-xh5x
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    csv, xml, application/rdfxml, tsv, json, application/rssxmlAvailable download formats
    Dataset updated
    Sep 18, 2020
    Dataset authored and provided by
    New Jersey Department of Healthhttps://www.nj.gov/health/
    Area covered
    New Jersey
    Description

    Fatal Occupational Injuries (unintentional and homicide), Incidence Rate, New Jersey.

    Rate: fatalities per 100,000 employed persons.

    Definition: Number and incidence rate of fatal occupational injuries, when the injury occurred while the individual was working, either on or off of the employer's premises.

    Data Source: U.S. Department of Labor, Bureau of Labor Statistics

  9. Work-related fatal injuries in Great Britain, April 2022 to March 2023

    • gov.uk
    Updated Jul 6, 2023
    + more versions
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    Health and Safety Executive (2023). Work-related fatal injuries in Great Britain, April 2022 to March 2023 [Dataset]. https://www.gov.uk/government/statistics/work-related-fatal-injuries-in-great-britain-april-2022-to-march-2023
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    Dataset updated
    Jul 6, 2023
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Health and Safety Executive
    Area covered
    United Kingdom
    Description

    These statistics are published on the Health and Safety Executive (HSE) website.

  10. d

    Construction Fatalities Data Lens

    • catalog.data.gov
    Updated Jan 3, 2025
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    data.ny.gov (2025). Construction Fatalities Data Lens [Dataset]. https://catalog.data.gov/dataset/construction-fatalities-data-lens
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    Dataset updated
    Jan 3, 2025
    Dataset provided by
    data.ny.gov
    Description

    Information provided pertains to all incidents under which a worker performing construction work suffered a work-related fatal injury. This data is collected by the NYSDOL per NY Lab L section 44 (https://law.justia.com/codes/new-york/2021/lab/article-2/44/).

  11. S

    Workplace Injury Statistics And Facts (2025)

    • sci-tech-today.com
    Updated Apr 29, 2025
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    Sci-Tech Today (2025). Workplace Injury Statistics And Facts (2025) [Dataset]. https://www.sci-tech-today.com/stats/workplace-injury-statistics-updated/
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    Dataset updated
    Apr 29, 2025
    Dataset authored and provided by
    Sci-Tech Today
    License

    https://www.sci-tech-today.com/privacy-policyhttps://www.sci-tech-today.com/privacy-policy

    Time period covered
    2022 - 2032
    Area covered
    Global
    Description

    Introduction

    Workplace Injury Statistics: Businesses in different fields are constantly worried about workplace injuries. They greatly affect productivity, morale, and general business operations since they come with huge costs, including human life loss and other financial costs. In 2023, approximately 2.8 million cases of workplace injuries were reported in the United States.

    This is an increase of about 2% from 2022, indicating continued struggles with upholding security at places of work. The construction and manufacturing industries were among those hit hardest by this calamity, making up nearly 45% of all reported injuries. These could be caused by machines or even human beings, resulting in nasty accidents that might lead to death. The most commonly reported injuries include burns, overexertion, or falls. These are considered unexpected events that cannot be avoided at times. Therefore, measures should be put in place to prevent such unfortunate occurrences.

    This is especially worrying because these sectors contribute significantly to the economy and have millions of workers employed there. An elaborate analysis of workplace injury statistics from 2023 and 2024 is presented in this article, and clear data suitable for market research professionals is provided.

  12. C

    Construction Site Safety Service Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated May 23, 2025
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    Data Insights Market (2025). Construction Site Safety Service Report [Dataset]. https://www.datainsightsmarket.com/reports/construction-site-safety-service-1455129
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    pdf, doc, pptAvailable download formats
    Dataset updated
    May 23, 2025
    Dataset authored and provided by
    Data Insights Market
    License

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

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

    The Construction Site Safety Services market is experiencing robust growth, driven by increasing regulatory scrutiny, heightened awareness of worker safety, and the rising complexity of construction projects. The market size, while not explicitly stated, can be reasonably estimated based on industry trends. Considering the involvement of major players like Turner Construction, Bechtel, and AECOM, and the substantial capital expenditure in the construction sector globally, a conservative estimate for the 2025 market size would be around $50 billion USD. A Compound Annual Growth Rate (CAGR) of 5-7% is plausible over the forecast period (2025-2033), reflecting continued demand for advanced safety technologies and services. Key drivers include mandatory safety training requirements, increasing insurance costs associated with workplace accidents, and a growing focus on improving worker productivity through injury prevention. Emerging trends point toward the adoption of innovative technologies such as wearable sensors, drones for site surveillance, and sophisticated risk assessment software. These advancements are enabling proactive safety management and data-driven decision-making, significantly reducing workplace incidents and boosting overall efficiency. However, challenges remain, including high initial investment costs for new technologies, the need for skilled personnel to implement and maintain these systems, and varying levels of adoption across different regions and project types. Despite these restraints, the long-term outlook for the Construction Site Safety Services market remains positive. The increasing emphasis on corporate social responsibility, coupled with a competitive landscape pushing for improved safety records, ensures consistent demand. Market segmentation reflects specialization in different safety areas, such as fall protection, hazard identification, and emergency response. The substantial number of established construction companies listed indicates a mature market with diverse service offerings. The regional distribution is likely to reflect the global distribution of construction activity, with North America, Europe, and Asia-Pacific dominating the market share, although the precise breakdown requires more granular data. The market’s future hinges on ongoing technological innovation, effective regulatory enforcement, and a sustained commitment to creating safer and more productive work environments within the construction industry.

  13. Census of Fatal Occupational Injuries (CFOI)

    • catalog.data.gov
    Updated May 16, 2022
    + more versions
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    Bureau of Labor Statistics (2022). Census of Fatal Occupational Injuries (CFOI) [Dataset]. https://catalog.data.gov/dataset/census-of-fatal-occupational-injuries-cfoi-6f46f
    Explore at:
    Dataset updated
    May 16, 2022
    Dataset provided by
    Bureau of Labor Statisticshttp://www.bls.gov/
    Description

    The Bureau of Labor Statistics (BLS) Census of Fatal Occupational Injuries (CFOI) produces comprehensive, accurate, and timely counts of fatal work injuries. CFOI is a Federal-State cooperative program that has been implemented in all 50 States and the District of Columbia since 1992. To compile counts that are as complete as possible, the census uses multiple sources to identify, verify, and profile fatal worker injuries. Information about each workplace fatal injury—occupation and other worker characteristics, equipment involved, and circumstances of the event—is obtained by cross-referencing the source records, such as death certificates, workers' compensation reports, and Federal and State agency administrative reports. To ensure that fatal injuries are work-related, cases are substantiated with two or more independent source documents, or a source document and a follow-up questionnaire. Data compiled by the CFOI program are issued annually for the preceding calendar year. More information and details about the data provided can be found at https://www.bls.gov/iif/oshfat1.htm

  14. Construction Safety Monitoring Systems Market Report | Global Forecast From...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Construction Safety Monitoring Systems Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/global-construction-safety-monitoring-systems-market
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    pptx, pdf, csvAvailable 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

    Construction Safety Monitoring Systems Market Outlook



    The global construction safety monitoring systems market size was valued at approximately USD 3.2 billion in 2023, and it is projected to reach USD 7.8 billion by 2032, growing at a compound annual growth rate (CAGR) of 10.5% during the forecast period. The market is witnessing robust growth driven by increasing awareness about occupational safety, stringent regulatory requirements, and technological advancements in safety monitoring solutions.



    One of the primary growth factors for the construction safety monitoring systems market is the rising awareness and emphasis on workplace safety. Construction sites are inherently hazardous environments with numerous risks, including falls, machinery accidents, and exposure to harmful substances. Governments and regulatory bodies across the globe are enforcing stringent safety regulations to mitigate these risks, thereby driving the demand for advanced safety monitoring systems. In addition to regulatory scrutiny, the increasing cost of workplace injuries and the subsequent financial losses are compelling construction companies to invest in reliable safety monitoring solutions.



    Technological advancements are another crucial growth factor for the construction safety monitoring systems market. Innovations such as the Internet of Things (IoT), artificial intelligence (AI), and big data analytics are being integrated into safety monitoring systems, enhancing their efficiency and effectiveness. IoT-enabled sensors and wearable devices can continuously monitor workers' health and safety parameters, providing real-time alerts for any deviations from safe conditions. AI and machine learning algorithms can analyze data from these devices to predict potential hazards and prevent accidents before they occur. The integration of these advanced technologies is significantly improving the overall safety standards on construction sites.



    The growing trend of smart cities and infrastructure development projects worldwide is also contributing to the market's growth. Governments and private sector entities are investing heavily in the construction of smart cities, which require the implementation of advanced safety monitoring systems to ensure the safety of workers and the public. The increasing number of infrastructure projects, such as highways, bridges, and tunnels, further fuels the demand for robust safety monitoring solutions. These projects involve complex and hazardous construction processes that necessitate the use of advanced safety systems to prevent accidents and ensure smooth operations.



    The integration of Construction Safety Wearables is revolutionizing the way safety is managed on construction sites. These wearables, equipped with IoT-enabled sensors, are designed to monitor workers' health and environmental conditions in real-time. They can track vital signs such as heart rate, body temperature, and even detect falls or prolonged inactivity, providing immediate alerts to supervisors. This proactive approach not only enhances worker safety but also helps in reducing the response time during emergencies. By providing real-time data, construction safety wearables enable companies to make informed decisions, ensuring a safer working environment. As the adoption of these devices increases, they are becoming an integral part of the construction safety monitoring systems, contributing significantly to the market's growth.



    Regionally, North America currently holds the largest market share in the construction safety monitoring systems market, primarily due to stringent safety regulations and the presence of major construction companies. The Asia Pacific region, however, is expected to witness the highest growth rate during the forecast period. Rapid industrialization, urbanization, and infrastructure development in countries like China and India are driving the demand for construction safety monitoring systems in this region. Additionally, increasing awareness about workplace safety and government initiatives to improve safety standards are further propelling the market growth in the Asia Pacific.



    Component Analysis



    The construction safety monitoring systems market can be segmented into three primary components: hardware, software, and services. Each of these components plays a crucial role in the overall functionality and effectiveness of safety monitoring systems, catering to different aspects of construction site safety management.<

  15. m

    Work-related Injury and Illness Data

    • mass.gov
    Updated Jun 29, 2018
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    Bureau of Community Health and Prevention (2018). Work-related Injury and Illness Data [Dataset]. https://www.mass.gov/work-related-injury-and-illness-data
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    Dataset updated
    Jun 29, 2018
    Dataset provided by
    Department of Public Health
    Occupational Health Surveillance Program
    Bureau of Community Health and Prevention
    Area covered
    Massachusetts
    Description

    View data or report work-related injuries and illnesses to the Department of Public Health

  16. e

    Labour Inspectorate’s statistics on occupational injury deaths by industry

    • data.europa.eu
    csv
    Updated Feb 10, 2022
    + more versions
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    (2022). Labour Inspectorate’s statistics on occupational injury deaths by industry [Dataset]. https://data.europa.eu/data/datasets/https-data-norge-no-node-3175
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    csvAvailable download formats
    Dataset updated
    Feb 10, 2022
    License

    https://data.norge.no/nlod/en/2.0/https://data.norge.no/nlod/en/2.0/

    Description

    Here you will find an open data set with the Labour Inspection Authority’s statistics on occupational injury deaths per year for the last five-year period. The Working Environment Act & 5-2 requires employers to notify the Labour Inspection Authority of serious work-related personal injuries to their own employees. Occupational injury death means a work injury that causes the injured employee to die within one year of the accident. The Labour Inspection Authority provides statistics on occupational injury deaths occurring within the Labour Inspection Authority’s administrative area that is limited to the land-based labour market in Norway. Occupational injury deaths in aviation, shipping, fishing and capture, petroleum activities on the Norwegian continental shelf and the construction and operation of land-based petroleum facilities are followed up by other supervisory authorities. Occupational injury deaths in these industries are therefore not included in these statistics. Occupational injury deaths in military occupations are included, with the exception of deaths in war situations. For more information about the data set read here. The open data set consists of: Year (Ar), main industry area (Main year), Number of occupational injury deaths (Number)

  17. Survey of Occupational Injuries and Illnesses (SOII)

    • catalog.data.gov
    Updated May 16, 2022
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    Bureau of Labor Statistics (2022). Survey of Occupational Injuries and Illnesses (SOII) [Dataset]. https://catalog.data.gov/dataset/survey-of-occupational-injuries-and-illnesses-soii-fc31f
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    Dataset updated
    May 16, 2022
    Dataset provided by
    Bureau of Labor Statisticshttp://www.bls.gov/
    Description

    The Survey of Occupational Injuries and Illnesses (SOII) is a Federal/State cooperative program that publishes estimates on nonfatal occupational injuries and illnesses. Each year, approximately 200,000 employers report for establishments in private industry and the public sector (state and local government). In-scope cases include work-related injuries or illnesses to workers who require medical care beyond first aid. See the Occupational Safety and Health Administration (OSHA) for the entire recordkeeping guidelines. The SOII excludes all work–related fatalities as well as nonfatal work injuries and illnesses to the self–employed; to workers on farms with 10 or fewer employees; to private household workers; to volunteers; and to federal government workers. More information and details about the data provided can be found at https://www.bls.gov/iif/soii-overview.htm

  18. S

    Construction Fatalities: Beginning 2022

    • data.ny.gov
    • s.cnmilf.com
    • +2more
    Updated Mar 17, 2025
    + more versions
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    New York State Department of Labor (2025). Construction Fatalities: Beginning 2022 [Dataset]. https://data.ny.gov/Public-Safety/Construction-Fatalities-Beginning-2022/astg-28hp
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    csv, tsv, kml, application/rssxml, xml, application/rdfxml, application/geo+json, kmzAvailable download formats
    Dataset updated
    Mar 17, 2025
    Dataset authored and provided by
    New York State Department of Labor
    Description

    Information provided pertains to all incidents under which a worker performing construction work suffered a work-related fatal injury. This data is collected by the NYSDOL per NY Lab L section 44 (https://law.justia.com/codes/new-york/2021/lab/article-2/44/).

  19. Number of casualties of work accidents in Japan 2023, by industry

    • statista.com
    Updated Jul 16, 2024
    + more versions
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    Statista (2024). Number of casualties of work accidents in Japan 2023, by industry [Dataset]. https://www.statista.com/statistics/788624/japan-fatal-industrial-accidents-by-industry/
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    Dataset updated
    Jul 16, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Japan
    Description

    In 2022, the highest number of fatal industrial accidents occurred in the construction industry with 223 cases, followed by the tertiary industry with 209 casualties. That year, the total number of fatalities caused by work accidents amounted to 755 cases.

  20. Mine Injury and Worktime Quarterly Reports

    • catalog.data.gov
    • data.amerigeoss.org
    Updated Apr 8, 2025
    + more versions
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    Mine Safety and Health Administration (2025). Mine Injury and Worktime Quarterly Reports [Dataset]. https://catalog.data.gov/dataset/mine-injury-and-worktime-quarterly-reports
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    Dataset updated
    Apr 8, 2025
    Dataset provided by
    Mine Safety and Health Administrationhttp://www.msha.gov/
    Description

    Part 50 Report: Number of Fatal Injuries Operator and contractor injury data by type of coal mined/mineral industry, work location, State (operator only), and accident classification Operator and contractor average number of employees and employees hours by work location, coal mined/mineral industry, work location, and State (operator only).

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Statista (2024). Workplace fatal injury rate in construction Singapore 2014-2023 [Dataset]. https://www.statista.com/statistics/1015683/singapore-workplace-fatal-injury-rate-construction/
Organization logo

Workplace fatal injury rate in construction Singapore 2014-2023

Explore at:
Dataset updated
May 29, 2024
Dataset authored and provided by
Statistahttp://statista.com/
Area covered
Singapore
Description

In 2023, the workplace fatal injury rate of the construction sector in Singapore was 3.4 fatal injuries per 100,000 employed persons. The rate has gone up as fewer workers in construction were employed in 2021.

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