8 datasets found
  1. m

    Farmington Hills, MI: 2025 H-1B Report by Work City

    • myvisajobs.com
    Updated Jan 16, 2025
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    MyVisaJobs (2025). Farmington Hills, MI: 2025 H-1B Report by Work City [Dataset]. https://www.myvisajobs.com/reports/h1b/work-city/farmington-hills-mi/
    Explore at:
    Dataset updated
    Jan 16, 2025
    Dataset authored and provided by
    MyVisaJobs
    License

    https://www.myvisajobs.com/terms-of-service/https://www.myvisajobs.com/terms-of-service/

    Area covered
    Farmington Hills
    Variables measured
    Number of LCA, Average Salary, H1B Visa Sponsor
    Description

    H-1B visa sponsorship trends for Farmington Hills, MI, covering top employers, salary insights, approval rates, and geographic distribution. Explore how work city impacts the U.S. job market under the H-1B program.

  2. N

    Age-wise distribution of Farmington Hills, MI household incomes: Comparative...

    • neilsberg.com
    csv, json
    Updated Jan 9, 2024
    + more versions
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    Neilsberg Research (2024). Age-wise distribution of Farmington Hills, MI household incomes: Comparative analysis across 16 income brackets [Dataset]. https://www.neilsberg.com/research/datasets/85a3c090-8dec-11ee-9302-3860777c1fe6/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Jan 9, 2024
    Dataset authored and provided by
    Neilsberg Research
    License

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

    Area covered
    Farmington Hills, Michigan
    Variables measured
    Number of households with income $200,000 or more, Number of households with income less than $10,000, Number of households with income between $15,000 - $19,999, Number of households with income between $20,000 - $24,999, Number of households with income between $25,000 - $29,999, Number of households with income between $30,000 - $34,999, Number of households with income between $35,000 - $39,999, Number of households with income between $40,000 - $44,999, Number of households with income between $45,000 - $49,999, Number of households with income between $50,000 - $59,999, and 6 more
    Measurement technique
    The data presented in this dataset is derived from the U.S. Census Bureau American Community Survey (ACS) 2022 1-Year Estimates. It delineates income distributions across 16 income brackets (mentioned above) following an initial analysis and categorization. Using this dataset, you can find out the total number of households within a specific income bracket along with how many households with that income bracket for each of the 4 age cohorts (Under 25 years, 25-44 years, 45-64 years and 65 years and over). For additional information about these estimations, please contact us via email at research@neilsberg.com
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    The dataset presents the the household distribution across 16 income brackets among four distinct age groups in Farmington Hills: Under 25 years, 25-44 years, 45-64 years, and over 65 years. The dataset highlights the variation in household income, offering valuable insights into economic trends and disparities within different age categories, aiding in data analysis and decision-making..

    Key observations

    • Upon closer examination of the distribution of households among age brackets, it reveals that there are 822(2.38%) households where the householder is under 25 years old, 11,807(34.23%) households with a householder aged between 25 and 44 years, 10,460(30.32%) households with a householder aged between 45 and 64 years, and 11,409(33.07%) households where the householder is over 65 years old.
    • The age group of 45 to 64 years exhibits the highest median household income, while the largest number of households falls within the 25 to 44 years bracket. This distribution hints at economic disparities within the city of Farmington Hills, showcasing varying income levels among different age demographics.
    Content

    When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2022 1-Year Estimates.

    Income brackets:

    • Less than $10,000
    • $10,000 to $14,999
    • $15,000 to $19,999
    • $20,000 to $24,999
    • $25,000 to $29,999
    • $30,000 to $34,999
    • $35,000 to $39,999
    • $40,000 to $44,999
    • $45,000 to $49,999
    • $50,000 to $59,999
    • $60,000 to $74,999
    • $75,000 to $99,999
    • $100,000 to $124,999
    • $125,000 to $149,999
    • $150,000 to $199,999
    • $200,000 or more

    Variables / Data Columns

    • Household Income: This column showcases 16 income brackets ranging from Under $10,000 to $200,000+ ( As mentioned above).
    • Under 25 years: The count of households led by a head of household under 25 years old with income within a specified income bracket.
    • 25 to 44 years: The count of households led by a head of household 25 to 44 years old with income within a specified income bracket.
    • 45 to 64 years: The count of households led by a head of household 45 to 64 years old with income within a specified income bracket.
    • 65 years and over: The count of households led by a head of household 65 years and over old with income within a specified income bracket.

    Good to know

    Margin of Error

    Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

    Custom data

    If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

    Inspiration

    Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

    Recommended for further research

    This dataset is a part of the main dataset for Farmington Hills median household income by age. You can refer the same here

  3. D

    OC Composite Master Plan

    • detroitdata.org
    • portal.datadrivendetroit.org
    • +4more
    Updated Oct 14, 2020
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    Oakland County, Michigan (2020). OC Composite Master Plan [Dataset]. https://detroitdata.org/dataset/oc-composite-master-plan
    Explore at:
    csv, arcgis geoservices rest api, html, kml, zip, geojsonAvailable download formats
    Dataset updated
    Oct 14, 2020
    Dataset provided by
    Oakland County, Michigan
    Description
    BY USING THIS WEBSITE OR THE CONTENT THEREIN, YOU AGREE TO THE TERMS OF USE.
    A spatial representation of generalized Oakland County community master plans. These polygons were digitized from each of Oakland's 62 community's future land use map in their master plan. The data was completed in March of 2006 and will be updated as each community amends their plan. The key attribute is Composite Plan representing generalized, countywide future land uses.

    This data depicts a future land use based on each community's master plan as currently adopted. The data will be updated each time a community amends their master plan. Below is a list recording the master plan and date of adoption that was used to digitize each community.
    • Township of Addison Addison Township Land Use Master Plan - 7/9/2002
    • City of Auburn Hills City of Auburn Hills Master Land Use Plan - 11/7/2002 Auburn Hills Opkyke Road Corridor Study - 2/1/2007 Auburn Hills Collier Road Area Land Use Study - 1/3/2008
    • City of Berkley City of Berkley, Michigan Master Plan Update - 1/23/2007
    • Village of Beverly Hills Village of Beverly Hills Master Plan - 3/28/2007
    • Village of Bingham Farms Village of Bingham Farms Master Plan - 9/13/2004
    • City of Birmingham The Birmingham Plan - 1/1/1979
    • Township of Bloomfield Charter Township of Bloomfield Master Plan Update - 3/26/2007
    • City of Bloomfield Hills Master Plan of Land Use City of Bloomfield Hills - 8/11/1987
    • Township of Brandon Brandon Township Land Use Plan Update - 3/14/2000
    • City of the Village of Clarkston Master Plan City of the Village of Clarkston - 8/4/1997
    • City of Clawson Downtown Clawson Framework Urban Design Plan - 11/1/2004 Master Plan City of Clawson - 1/23/1990
    • Township of Commerce Commerce Charter Township Master Plan 2003 - 6/28/2004 Commerce Charter Township Master Plan Amendment - 11/27/2006
    • City of Farmington Master Plan City of Farmington - 2/1/1998 City of Farmington Hills Master Plan for Future Land Use
    • City of Farmington Hills - 3/28/1996
    • City of Fenton Holly Township Master Plan - 11/10/2003 (Used the Holly Township Master Plan because Fenton's was unavailable)
    • City of Ferndale City of Ferndale Land Use Plan - 6/1/1998
    • Village of Franklin Franklin Village Master Plan Update - 10/15/1997
    • Township of Groveland Master Plan for Future Land Use - 5/9/2005
    • City of Hazel Park Master Plan, Hazel Park Michigan - 3/21/2000
    • Township of Highland Highland Township Comprehensive Land Use Plan 2000-2020 - 7/6/2000 South Milford Road Corridor Micro-Area Analysis - 4/13/2005 East Highland Commercial District Micro Area Analysis - 12/19/2002 West Highland Micro-Area Analysis - 8/2/2001 North Hickory Ridge Road Micro-Area Analysis - 12/7/2006
    • Township of Holly Holly Township Master Plan - 11/10/2003
    • Village of Holly Village of Holly Master Plan - 1/24/2007
    • City of Huntington Woods Huntington Woods Master Plan - 12/17/2007
    • Township of Independence Independence Township Vision 2020 Master Plan - 12/9/1999
    • City of Keego Harbor City of Keego Harbor Comprehensive Master Plan - 9/5/2002
    • City of Lake Angelus City of Lake Angelus Master Plan - 7/25/1994
    • Village of Lake Orion Master Plan 2002-2022 - 1/6/2003 Amendment #1 to Lake Orion Master Plan - 3/3/2008
    • City of Lathrup Village The Lathrup Village Plan - 1/1/1981
    • Village of Leonard Master Plan Village of Leonard - 10/17/1991
    • Township of Lyon Charter Township of Lyon Master Plan - 3/27/2006
    • City of Madison Heights Madison Heights Master Plan: 1990, 2000, 2010 - 10/16/1990 Madison Heights Future Land Use Plan Amendment - 5/15/2007
    • Township of Milford Charter Township of Milford Land Use Plan Update - 5/27/1999
    • Village of Milford Village of Milford Master Plan - 3/1/1998
    • City of Northville City of Northville Master Plan - 2/22/2000
    • City of Novi City of Novi Master Plan for Land Use 2004 - 12/1/2004 City of Novi Master Plan for Land Use Amendments - 4/16/2008
    • Township of Novi None (Does not have a Master Plan, assumed to be Single Family Residential)
    • City of Oak Park City of Oak Park Master Plan - 9/9/1996 City of Oak Park Master Plan Addition - Unknown
    • Township of Oakland Oakland Charter Township A Community Master Plan - 1/4/2005
    • City of Orchard Lake Village Master Plan City of Orchard Lake Village - 6/6/2006
    • Township of Orion Orion Township Master Plan - 5/7/2003 Lapeer Road Master Plan Update - 4/19/2006
    • Village of Ortonville The Ortonville Plan - 1/1/1980
    • Township of Oxford Charter Township of Oxford Master Plan - 7/14/2005 Village of Oxford Village of Oxford Master Plan - 5/10/2005
    • City of Pleasant Ridge City of Pleasant Ridge Community Master Plan - 9/1/1999
    • City of Pontiac Pontiac 2010 A New Reality - 12/4/1991 City of Rochester Master Plan: 2000
    • City of Rochester - 6/3/2000 Downtown Development Area MP amendment - 5/2/2005
    • City of Rochester Hills Rochester Hills Master Land Use Plan 2007 - 2/6/2007 Township of Rose Master Plan Rose Township - 7/7/2005
    • City of Royal Oak Master Plan City of Royal Oak - 8/24/1999
    • Township of Royal Oak A Vision for the Year 2010 Master Plan 1996 Update - 12/11/1996
    • City of South Lyon Master Plan of Future Land Use City of South Lyon - 1/10/2002
    • City of Southfield Southfield Master Plan - 1/1/1988 Township of Southfield Southfield Township Master Plan - 11/25/2002
    • Township of Springfield Springfield Township Master Plan - 3/7/2002
    • City of Sylvan Lake Sylvan Lake Master Plan 2005 - 4/10/2007
    • City of Troy City of Troy Future Land Use Plan - 1/8/2002 City of Walled Lake City of Walled Lake Master Plan - 8/1/2002
    • Township of Waterford Waterford Master Plan 2003-2023 - 1/2/2003
    • Township of West Bloomfield West Bloomfield Township 2005 Master Land Use Plan Update - 7/26/2005
    • Township of White Lake White Lake Township Master Plan - 10/6/2006
    • City of Wixom City of Wixom Master Plan - 8/9/2005
    • Village of Wolverine Lake Village of Wolverine Lake Land Use Plan - 12/4/1985

    Every category identified on the future land use map within each master plan was translated into a composite value. For example, one community may have two commercial districts- Local Commerical and General Commercial. Another community may have three commercial districts- Neighborhood Commercial, Hi-Tech Office, and Retail Commercial. A wide range of uses could be included in these categories, but for the purpose of this feature class, they are all translated into "Commercial/Office." In some cases a category on community's future land use map could not be translated into a single composite category. When this occurred, areas were manually translated into the appropriate generalized category. For example, a Public Lands class on a community's map would be manually translated into the Public/Institutional and Recreation/Conservation composite categories.
  4. u

    FBI NIBRS Crime Data for Farmington Hills Police Department, Michigan

    • uscrimereview.com
    json
    + more versions
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    Federal Bureau of Investigation, FBI NIBRS Crime Data for Farmington Hills Police Department, Michigan [Dataset]. https://uscrimereview.com/mi/agency/farmington-hills-pd
    Explore at:
    jsonAvailable download formats
    Dataset provided by
    US Crime Review
    Authors
    Federal Bureau of Investigation
    License

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

    Time period covered
    1996 - 2024
    Area covered
    Farmington Hills, Michigan
    Description

    FBI National Incident-Based Reporting System (FBI NIBRS) crime data for Farmington Hills Police Department (City) in Michigan, including incidents, statistics, demographics, and detailed incident information.

  5. m

    2025 Green Card Report for Farmington Hills, MI

    • myvisajobs.com
    Updated Jan 16, 2025
    + more versions
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    MyVisaJobs (2025). 2025 Green Card Report for Farmington Hills, MI [Dataset]. https://www.myvisajobs.com/reports/green-card/work-city/farmington-hills-mi/
    Explore at:
    Dataset updated
    Jan 16, 2025
    Dataset authored and provided by
    MyVisaJobs
    License

    https://www.myvisajobs.com/terms-of-service/https://www.myvisajobs.com/terms-of-service/

    Area covered
    Farmington Hills, Michigan
    Variables measured
    City, Salary, Petitions Filed
    Description

    A dataset that explores Green Card sponsorship trends, salary data, and employer insights for farmington hills, mi in the U.S.

  6. N

    Comprehensive Median Household Income and Distribution Dataset for...

    • neilsberg.com
    Updated Jan 11, 2024
    + more versions
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    Neilsberg Research (2024). Comprehensive Median Household Income and Distribution Dataset for Farmington Hills, MI: Analysis by Household Type, Size and Income Brackets [Dataset]. https://www.neilsberg.com/research/datasets/cd9a6edd-b041-11ee-aaca-3860777c1fe6/
    Explore at:
    Dataset updated
    Jan 11, 2024
    Dataset authored and provided by
    Neilsberg Research
    License

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

    Area covered
    Farmington Hills, Michigan
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    The dataset tabulates the median household income in Farmington Hills. It can be utilized to understand the trend in median household income and to analyze the income distribution in Farmington Hills by household type, size, and across various income brackets.

    Content

    The dataset will have the following datasets when applicable

    Please note: The 2020 1-Year ACS estimates data was not reported by the Census Bureau due to the impact on survey collection and analysis caused by COVID-19. Consequently, median household income data for 2020 is unavailable for large cities (population 65,000 and above).

    • Farmington Hills, MI Median Household Income Trends (2010-2021, in 2022 inflation-adjusted dollars)
    • Median Household Income Variation by Family Size in Farmington Hills, MI: Comparative analysis across 7 household sizes
    • Income Distribution by Quintile: Mean Household Income in Farmington Hills, MI
    • Farmington Hills, MI households by income brackets: family, non-family, and total, in 2022 inflation-adjusted dollars

    Good to know

    Margin of Error

    Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

    Custom data

    If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

    Inspiration

    Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

    Interested in deeper insights and visual analysis?

    Explore our comprehensive data analysis and visual representations for a deeper understanding of Farmington Hills median household income. You can refer the same here

  7. N

    Farmington Hills, MI annual median income by work experience and sex...

    • neilsberg.com
    csv, json
    Updated Feb 27, 2025
    + more versions
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    Neilsberg Research (2025). Farmington Hills, MI annual median income by work experience and sex dataset: Aged 15+, 2010-2023 (in 2023 inflation-adjusted dollars) // 2025 Edition [Dataset]. https://www.neilsberg.com/research/datasets/a5148c27-f4ce-11ef-8577-3860777c1fe6/
    Explore at:
    csv, jsonAvailable download formats
    Dataset updated
    Feb 27, 2025
    Dataset authored and provided by
    Neilsberg Research
    License

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

    Area covered
    Farmington Hills, Michigan
    Variables measured
    Income for Male Population, Income for Female Population, Income for Male Population working full time, Income for Male Population working part time, Income for Female Population working full time, Income for Female Population working part time
    Measurement technique
    The data presented in this dataset is derived from the U.S. Census Bureau American Community Survey (ACS) 5-Year Estimates. The dataset covers the years 2010 to 2023, representing 14 years of data. To analyze income differences between genders (male and female), we conducted an initial data analysis and categorization. Subsequently, we adjusted these figures for inflation using the Consumer Price Index retroactive series (R-CPI-U-RS) based on current methodologies. For additional information about these estimations, please contact us via email at research@neilsberg.com
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    The dataset presents median income data over a decade or more for males and females categorized by Total, Full-Time Year-Round (FT), and Part-Time (PT) employment in Farmington Hills. It showcases annual income, providing insights into gender-specific income distributions and the disparities between full-time and part-time work. The dataset can be utilized to gain insights into gender-based pay disparity trends and explore the variations in income for male and female individuals.

    Key observations: Insights from 2023

    Based on our analysis ACS 2019-2023 5-Year Estimates, we present the following observations: - All workers, aged 15 years and older: In Farmington Hills, the median income for all workers aged 15 years and older, regardless of work hours, was $70,404 for males and $39,574 for females.

    These income figures highlight a substantial gender-based income gap in Farmington Hills. Women, regardless of work hours, earn 56 cents for each dollar earned by men. This significant gender pay gap, approximately 44%, underscores concerning gender-based income inequality in the city of Farmington Hills.

    - Full-time workers, aged 15 years and older: In Farmington Hills, among full-time, year-round workers aged 15 years and older, males earned a median income of $97,381, while females earned $66,703, leading to a 32% gender pay gap among full-time workers. This illustrates that women earn 68 cents for each dollar earned by men in full-time roles. This level of income gap emphasizes the urgency to address and rectify this ongoing disparity, where women, despite working full-time, face a more significant wage discrepancy compared to men in the same employment roles.

    Remarkably, across all roles, including non-full-time employment, women displayed a similar gender pay gap percentage. This indicates a consistent gender pay gap scenario across various employment types in Farmington Hills, showcasing a consistent income pattern irrespective of employment status.

    Content

    When available, the data consists of estimates from the U.S. Census Bureau American Community Survey (ACS) 2019-2023 5-Year Estimates. All incomes have been adjusting for inflation and are presented in 2023-inflation-adjusted dollars.

    Gender classifications include:

    • Male
    • Female

    Employment type classifications include:

    • Full-time, year-round: A full-time, year-round worker is a person who worked full time (35 or more hours per week) and 50 or more weeks during the previous calendar year.
    • Part-time: A part-time worker is a person who worked less than 35 hours per week during the previous calendar year.

    Variables / Data Columns

    • Year: This column presents the data year. Expected values are 2010 to 2023
    • Male Total Income: Annual median income, for males regardless of work hours
    • Male FT Income: Annual median income, for males working full time, year-round
    • Male PT Income: Annual median income, for males working part time
    • Female Total Income: Annual median income, for females regardless of work hours
    • Female FT Income: Annual median income, for females working full time, year-round
    • Female PT Income: Annual median income, for females working part time

    Good to know

    Margin of Error

    Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

    Custom data

    If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

    Inspiration

    Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

    Recommended for further research

    This dataset is a part of the main dataset for Farmington Hills median household income by race. You can refer the same here

  8. N

    Comprehensive Income by Age Group Dataset: Longitudinal Analysis of...

    • neilsberg.com
    Updated Aug 7, 2024
    Share
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    Neilsberg Research (2024). Comprehensive Income by Age Group Dataset: Longitudinal Analysis of Farmington Hills, MI Household Incomes Across 4 Age Groups and 16 Income Brackets. Annual Editions Collection // 2024 Edition [Dataset]. https://www.neilsberg.com/research/datasets/2eccb20f-aeee-11ee-aaca-3860777c1fe6/
    Explore at:
    Dataset updated
    Aug 7, 2024
    Dataset authored and provided by
    Neilsberg Research
    License

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

    Area covered
    Farmington Hills, Michigan
    Dataset funded by
    Neilsberg Research
    Description
    About this dataset

    Context

    The dataset tabulates the Farmington Hills household income by age. The dataset can be utilized to understand the age-based income distribution of Farmington Hills income.

    Content

    The dataset will have the following datasets when applicable

    Please note: The 2020 1-Year ACS estimates data was not reported by the Census Bureau due to the impact on survey collection and analysis caused by COVID-19. Consequently, median household income data for 2020 is unavailable for large cities (population 65,000 and above).

    • Farmington Hills, MI annual median income by age groups dataset (in 2022 inflation-adjusted dollars)
    • Age-wise distribution of Farmington Hills, MI household incomes: Comparative analysis across 16 income brackets

    Good to know

    Margin of Error

    Data in the dataset are based on the estimates and are subject to sampling variability and thus a margin of error. Neilsberg Research recommends using caution when presening these estimates in your research.

    Custom data

    If you do need custom data for any of your research project, report or presentation, you can contact our research staff at research@neilsberg.com for a feasibility of a custom tabulation on a fee-for-service basis.

    Inspiration

    Neilsberg Research Team curates, analyze and publishes demographics and economic data from a variety of public and proprietary sources, each of which often includes multiple surveys and programs. The large majority of Neilsberg Research aggregated datasets and insights is made available for free download at https://www.neilsberg.com/research/.

    Interested in deeper insights and visual analysis?

    Explore our comprehensive data analysis and visual representations for a deeper understanding of Farmington Hills income distribution by age. You can refer the same here

  9. Not seeing a result you expected?
    Learn how you can add new datasets to our index.

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MyVisaJobs (2025). Farmington Hills, MI: 2025 H-1B Report by Work City [Dataset]. https://www.myvisajobs.com/reports/h1b/work-city/farmington-hills-mi/

Farmington Hills, MI: 2025 H-1B Report by Work City

Explore at:
Dataset updated
Jan 16, 2025
Dataset authored and provided by
MyVisaJobs
License

https://www.myvisajobs.com/terms-of-service/https://www.myvisajobs.com/terms-of-service/

Area covered
Farmington Hills
Variables measured
Number of LCA, Average Salary, H1B Visa Sponsor
Description

H-1B visa sponsorship trends for Farmington Hills, MI, covering top employers, salary insights, approval rates, and geographic distribution. Explore how work city impacts the U.S. job market under the H-1B program.

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