Number of People Never Married By Year

Number of People Never Married By Year in the US

By Andy Kriebel [source]

About this dataset

This dataset provides a comprehensive look at the changing trends in marriage and divorce over the years in the United States. It includes data on gender, age range, and year for those who have never been married – examining who is deciding to forgo tying the knot in today’s society. Diving into this data may offer insight into how life-changing decisions are being made as customs shift along with our times. This could be especially interesting when examined by generation or other trends within our population. Are young adults embracing or avoiding marriage? Has divorce become more or less common within certain social groups? Can recent economic challenges be related to changes in marital status trends? Take a look at this dataset and let us know what stories you find!

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How to use the dataset

This dataset contains surveys which explore the number of never married people in the United States, separated by gender, age range and year. You can use this dataset to analyze the trends in never married people throughout the years and see how it is affected by different demographics.

To make the most out of this dataset you could start by exploring the changes on different ages ranges and genders. Plotting how they differ along time might unveil interesting patterns that can help you uncover why certain groups are more or less likely to remain single throughout time. Understanding these trends could also help people looking for a life-partner better understand their own context as compared to others around them enabling them to make informed decisions about when is a good time for them to find someone special.

In addition, this dataset can be used to examine what acts as an enabler or deterrent for staying single within different couples of age ranges and genders across states. Does marriage look more attractive in any particular state? Are there differences between genders? Knowing all these factors can inform us about economic or social insights within society as well as overall lifestyle choices that tend towards being single or married during one's life cycle in different regions around United States of America.

Finally, with this information policymakers can construct efficient policies that better fit our country's priorities by providing programs designed based on specific characteristics within each group helping ensure they match preferable relationships while having access concentrated resources such actions already taken towards promoting wellbeing our citizens regarding relationships like marriage counseling services or family support centers!

Research Ideas

• Examine the differences in trends of ever-married vs never married people across different age ranges and genders.
• Explore the correlation between life decision changes and economic conditions for ever-married and never married people over time.
• Analyze how marriage trends differ based on region, socio-economic status, or religious beliefs to understand how these influence decisions about marriage

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

License: Dataset copyright by authors - You are free to: - Share - copy and redistribute the material in any medium or format for any purpose, even commercially. - Adapt - remix, transform, and build upon the material for any purpose, even commercially. - You must: - Give appropriate credit - Provide a link to the license, and indicate if changes were made. - ShareAlike - You must distribute your contributions under the same license as the original. - Keep intact - all notices that refer to this license, including copyright notices.

Columns

File: Never Married.csv | Column name | Description | |:------------------|:--------------------------------------------------------| | Gender | Gender of the individual. (String) | | Age Range | Age range of the individual. (String) | | Year | Year of the data. (Integer) | | Never Married | Number of people who have never been married. (Integer) |

Acknowledgements

If you use this dataset in your research, please ...

United States Marriage Statistics

Marriage rates by gender, age group, and year in the United States (2005-2017)

By Throwback Thursday [source]

About this dataset

This dataset, titled United States Marriage Status 2005-2017, provides detailed information on marriage rates and population estimates in the United States. The data is sourced from the U.S. Census Bureau's American Community Survey 1-Year Estimates.

The dataset includes several key attributes that offer insights into different aspects of marriage status. These attributes include Year, Gender, Age Group, Metric, Estimated Percent, and Estimated Population.

The Year attribute represents the year in which the data was collected, spanning from 2005 to 2017. It allows for analysis of trends and changes in marriage rates over time.

The Gender attribute categorizes the population groups based on their gender. This information helps explore any variations or differences between male and female populations in terms of marital status.

Age Group attribute classifies individuals into specific age categories within the population. By segmenting the data based on age groups, it becomes possible to analyze how different age demographics contribute to overall marriage rates.

Metric serves as a descriptor for specific measurements or indicators being reported within this dataset. This attribute provides further context for understanding different aspects related to marriage status and its calculation methods.

Estimated Percent denotes the estimated percentage of a particular population group falling into a specific category related to marital status. It offers valuable insights into relative proportions within each demographic group.

Estimated Population showcases estimated count figures representing various subgroups' populations classified by gender, age groupings, and metric categories specified previously. These estimates allow researchers to explore potential correlations between population sizes and marriage rates across various segments of society over time period covered by this dataset.

Overall, this comprehensive United States Marriage Status dataset provides a valuable resource for analyzing trends in marriage rates while considering gender demographics, age distributions within these populations along with respective metrics indicating changes occurring over time periods marked since 2005 until 2017 (date-range excluding exact dates provided). By exploring relationships among these factors using reliable census data available through American Community Survey 1-Year Estimates, researchers can gain deep understanding of marriage status dynamics in the United States

How to use the dataset

• Understand the Columns:

  • Year: This column represents the year in which the data was collected. It provides a timeline for analyzing marriage trends over time.
  • Gender: This column categorizes individuals based on their gender, providing insights into marriage rates and patterns specific to each gender.
  • Age Group: This column categorizes individuals based on their age group. It allows for a detailed analysis of marriage rates and statistics among different age groups.
  • Metric: This column specifies the type of data or measurement being reported, providing clarity on what aspect of marriage is being analyzed.
  • Estimated Percent: This column represents the estimated percentage of individuals within a population group falling into a particular category. It quantifies marriage rates as percentages.
  • Estimated Population: This column provides an estimation of the total population count within a specific category, offering insights into the size and distribution of different population groups.

• Analyzing Trends: Use this dataset to analyze trends in US marriage statistics by leveraging various combinations of columns:

  • Gender vs Metric: Compare different metrics (e.g., number of marriages, divorce rate) between genders, allowing for an understanding of any gender-specific variations in marital trends.
  • Year vs Metric: Study changes in various metrics over time (e.g., changes in average age at first marriage), identifying trends and potential shifts in societal attitudes towards marriage.
  • Age Group vs Metric/Gender/Year: Examine how different age groups contribute to overall marital statistics (e.g., comparing divorce rates among different age groups or analyzing changes over time within specific age cohorts).

• Interpreting Results: When analyzing this dataset's results, keep these factors in mind:

  • Size Differences: Ensure you factor in the estimated population count for eac...

The Supporting Healthy Marriage (SHM) evaluation was launched in 2003 to develop, to implement, and to test the effectiveness of a program aimed at strengthening low-income couples' marriages as one approach for supporting stable and nurturing family environments and parents' and children's well-being. The evaluation was led by MDRC and was sponsored by the Office of Planning, Research and Evaluation in the Administration for Children and Families, United States Department of Health and Human Services.The SHM program was a voluntary yearlong marriage education program for low-income married couples who had children or were expecting a child. The program provided a series of group workshops based on structured curricula designed to enhance couples' relationships; supplemental activities to build on workshop themes; and family support services to address participation barriers, connect families with other services, and reinforce curricular themes.

The study sample consists of 6,298 couples (12,596 adult sample members) who were expecting a child or had a child under 18 years old at the time of study entry. The sample consists primarily of low-to-modest income, married couples with diverse racial and ethnic backgrounds. In each family, one child was randomly selected to be the focus of any child-related measures gathered in the data collection activities. These children ranged from pre-birth to 14 years old at the time of enrollment in the study. Follow-up interviews were conducted at 12 and 30 months after baseline data collection. More detail is provided in the study documentation.

Units of Response: Low-income married couples with children

Type of Data: Evaluation

Tribal Data: No

COVID-19 Data: No

Periodicity: One-time

SORN: https://www.federalregister.gov/documents/2022/09/19/2022-20139/privacy-act-of-1974-system-of-records

Data Use Agreement: https://www.icpsr.umich.edu/rpxlogin

Data Use Agreement Location: https://www.childandfamilydataarchive.org/cfda/archives/cfda/studies/36852/datadocumentation

Equity Indicators: Sex

Granularity: Household;Individual

Spatial: United States

Geocoding: Unavailable

Age at First Marriage in America

The Effect of Population Density

By Andy Kriebel [source]

About this dataset

This dataset contains information on the median age at first marriage for women in the United States. The data is broken down by county, and includes information on population density, FIPS code, and county type

How to use the dataset

This dataset contains information on the age at first marriage for women in the United States. The data is broken down by state, county, and year. To use this dataset, you can choose to either download the entire dataset or select specific states, counties, and years of interest. If you select specific states, counties, and years of interest, be sure to filter the data accordingly

Research Ideas

To find out which states have the oldest or youngest median ages at first marriage. To understand how population density may affect the median age at first marriage. To compare the median age at first marriage across different types of counties

Acknowledgements

Data Source

License

License: Dataset copyright by authors - You are free to: - Share - copy and redistribute the material in any medium or format for any purpose, even commercially. - Adapt - remix, transform, and build upon the material for any purpose, even commercially. - You must: - Give appropriate credit - Provide a link to the license, and indicate if changes were made. - ShareAlike - You must distribute your contributions under the same license as the original. - Keep intact - all notices that refer to this license, including copyright notices.

Columns

File: Median Age at First Marriage .csv | Column name | Description | |:---------------------------------|:---------------------------------------------------------------------------| | FIPS | The Federal Information Processing Standard code for each county. (String) | | Name | The name of the county. (String) | | Type | The type of county. (String) | | TimeFrame | The timeframe of the data. (String) | | Median Age | The median age at first marriage for women in the county. (Float) | | Population Density per Sq Mi | The population density of the county. (Float) |

Acknowledgements

If you use this dataset in your research, please credit Andy Kriebel.

These data are part of NACJD's Fast Track Release and are distributed as they were received from the data depositor. The files have been zipped by NACJD for release, but not checked or processed except for the removal of direct identifiers. Users should refer to the accompanying readme file for a brief description of the files available with this collection and consult the investigator(s) if further information is needed. The Urban Institute, in collaboration with Tahirih Justice Center, sought to examine forced marriages in the United States via an exploratory study of the victimization experiences of those subjected to and threatened with forced marriage. The study also sought to begin to understand elements at the intersection of forced marriage with intimate partner and sexual violence, such as: how perpetrators threaten and actually force victims into marriages; the elements of force, fraud, or coercion in the tactics used to carry out victimization; other case demographics and dynamics (e.g., overseas marriages versus those in the United States); factors that put individuals at risk of forced marriage or that trigger or elevate their risk of related abuses; help-seeking behavior; the role of social, cultural, and religious norms in forced marriage; and the ability (or lack thereof) of service providers, school officials, and government agencies with protection mandates (law enforcement, child protection, and social workers) to screen for, and respond to, potential and reported cases of forced marriage. This collection contains 1 Stata file: ICPSR-Data-File.dta (21007 cases; 48 variables). The qualitative data are not available as part of this data collection at this time.

In 2023, the average cost of a wedding reception venue in the United States amounted to an estimated 12,800 U.S. dollars. Couples in the U.S. have several costs to keep in mind when planning their special day. Besides the wedding ring, other expensive considerations typically include booking a live reception band and a wedding photographer, which cost an average of 4,300 and 2,900 U.S. dollars respectively in 2023.

Weddings and other special events such as church services require a Special Use Permit from the park and must follow specific guidelines. Completed applications for Special Use Permits for weddings and other special events, along with a non-refundable $50 application fee, must be received by the park no less than 14 days prior to the start of the event. A Special Use Permit may be required for certain activities such as political events, public assemblies, demonstrations, the distribution of literature, and other activities commonly referred to as "First Amendment" activities. For more information about Special Use Permits or to determine if your activity requires one, please call (828) 497-1930 or email the park with the subject line "Attn: Special Use Permits." The Appalachian Clubhouse and Spence Cabin, rustic, historic buildings located in the heart of the park, are available for day-use rental for receptions and special events. . Commercial Filming and Still Photography Permits All commercial film production requires a permit. Commercial still photography requires a permit in certain instances. Visitors taking photos or filming for their personal use do not need a permit. Please read Filming Guidelines, Requirements, and Fees before submitting a Filming Permit Application. . Commercial Services Permits Commercial services are prohibited in Great Smoky Mountains National Park unless authorized by a Commercial Use Authorization or concessions contract. For additional information on commercial services please see Doing Business With the Park. . Permit to Scatter Cremated Ashes Please download the letter of permission before scattering cremains in the park. All conditions of the letter must be followed and the letter must be carried by the party while scattering cremains in the park. Please e-mail or contact (865) 436-1207 if you have any questions regarding the conditions of the letter of permission. . Backcountry Camping Permits Advanced reservations are required for all backcountry camping in the park. For additional information please see backcountry camping. . Permit for Scientific Research and Collecting Please visit the National Park Service's Research Permit and Reporting website for information regarding scientific research permits. If you have specific questions pertaining to research projects in the Smokies, please e-mail or call (828) 926-6251, or visit the pages of the Appalachian Highlands Science Learning Center. . Cave Exploration Permit Entry into caves or mine shafts in the national park is prohibited. No Cave Exploration Permits are being issued at this time. Caves are closed to entry due to the recommendations by the US Fish and Wildlife Service concerning white nose syndrome in bats. Additional information about this closure Camping and Lodging If you plan to spend a night in the park, reservations may be necessary. Please refer to the following pages for reservation information: Backcountry Camping (Backpacking) Front country Camping (Car Camping) Le Conte Lodge Horse Camps Group Campgrounds . Picnic Pavilions Reservations may be made online for picnic pavilion use in picnic areas. . The Appalachian Clubhouse and Spence Cabin Two rustic, historic buildings located in the heart of the park, the Appalachian Clubhouse and Spence Cabin can be rented for wedding receptions, family reunions, business meetings, and more. The following table includes a list of designated wedding sites in Great Smoky Mountains Mountain National Park, with conditions and restrictions. If you are unfamiliar with the locations listed it is recommended that you visit the site. All locations are outdoors and rustic in nature without protection from the weather. Some sites offer seating at a few picnic tables or wooden benches. In planning your wedding, please keep in mind that the park generally restricts the use of equipment such as tables, chair, tents, banners, displays, etc.; simple ceremonies that take advantage of the natural environment, views and surroundings are recommended. Review the wedding locations map, group size and site restrictions. Ceremony size includes all members of the wedding party and guests. This includes officiate(s), photographer(s), bride and groom, etc. The permit does not give exclusive use of the area. All sites remain open to the public. National Park entrance fees apply. The following guidelines are included as conditions of the permit: Follow "Leave No Trace" Principles No disruption of the atmosphere of peace and tranquility in the park; no amplified music. Minimize interference with park programs, activities, and visitors. Minimize interference with the operations of public facilities or the services of NPS concessionaires or contractors. Maintain a safe and healthy environment for other park visitors.

Research suggests that partisans are increasingly avoiding members of the other party—in their choice of neighborhood, social network, even their spouse. Leveraging a national database of voter registration records, we analyze 18 million households in the U.S. We find that three in ten married couples have mismatched party affiliations. We observe the relationship between inter-party marriage and gender, age, and geography. We discuss how the findings bear on key questions of political behavior in the US. Then, we test whether mixed-partisan couples participate less actively in politics. We find that voter turnout is correlated with the party of one’s spouse. A partisan who is married to a co-partisan is more likely to vote. This phenomenon is especially pronounced for partisans in closed primaries, elections in which non-partisan registered spouses are ineligible to participate.

The National Survey of Family Growth (NSFG) gathers information on family life, marriage and divorce, pregnancy, infertility, use of contraception, and men's and women's health. The survey results are used by the U.S. Department of Health and Human Services and others to plan health services and health education programs, and to do statistical studies of families, fertility, and health. Years included: 1973, 1976, 1982, 1988, 1995, 2002, 2006-2010; Data use agreement at time of file download:

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Overview:

Explore the dataset and potentially gain valuable insight into your data science project through interesting features. The dataset was developed for a portfolio optimization graduate project I was working on. The goal was to the monetize risk of company deleveraging by associated with changes in economic data. Applications of the dataset may include. To see the data in action visit my analytics page. Analytics Page & Dashboard and to access all 295,000+ records click here.

• Mortgage-Backed Securities
• Geographic Business Investment
• Real Estate Analysis

For any questions, you may reach us at research_development@goldenoakresearch.com. For immediate assistance, you may reach me on at 585-626-2965. Please Note: the number is my personal number and email is preferred

Statistical Themes:

Note: in total there are 75 fields the following are just themes the fields fall under Home Owner Costs: Sum of utilities, property taxes.

• Second Mortgage: Households with a second mortgage statistics.
• Home Equity Loan: Households with a Home equity Loan statistics.
• Debt: Households with any type of debt statistics.
• Mortgage Costs: Statistics regarding mortgage payments, home equity loans, utilities and property taxes
• Home Owner Costs: Sum of utilities, property taxes statistics
• Gross Rent: Contract rent plus the estimated average monthly cost of utility features
• Gross Rent as Percent of Income Gross rent as the percent of income very interesting
• High school Graduation: High school graduation statistics.
• Population Demographics: Population demographic statistics.
• Age Demographics: Age demographic statistics.
• Household Income: Total income of people residing in the household.
• Family Income: Total income of people related to the householder.

Sources, if you wish to get the data your self :)

2012-2016 ACS 5-Year Documentation was provided by the U.S. Census Reports. Retrieved May 2, 2018, from

• Census estimate, error, and location data
• Census location information

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Providing you the potential to monetize risk and optimize your investment portfolio through quality economic features at unbeatable price. Access all 295,000+ records on an incredibly small scale, see links below for more details:

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