Context

This dataset contains the US News rankings of the best American universities of undergraduate programs. This is how US News ranks the colleges: "We calculated 10 distinct overall rankings where colleges and universities were grouped by their academic missions. For each ranking, the sum of weighted, normalized values across 17 indicators of academic quality determine each school's overall score and, by extension, its overall rank. The top performer(s) in each ranking displays an overall score of 100. Others' overall scores are on a 0-99 scale reflecting the distance from their ranking's top-performing school(s). Those placing outside the top 75% display their ranking's bottom quartile range (e.g., No. 90-120) instead of their individual ranks (e.g., No. 102)."

Content

This dataset contains the rankings of 392 American universities based on their undergraduate programs. It also contains the tuitions and enrollment numbers of each university. 2 colleges don't have tuition data, so it is labelled -1.

Acknowledgements

We acknowledge US News for providing these rankings.

Inspiration

As a high schooler applying to undergraduate programs in America, it would be useful to know which colleges are best, and to compare tuitions and enrollment numbers.

National Universities Rankings

Analyze 1,800 U.S. Universities and their Academic Performance

By Education [source]

About this dataset

Welcome to the U.S. News & World Report's 2017 National Universities Rankings, a comprehensive dataset of over 1,800 schools across the United States providing quality data on admissions criteria, cost of tuition and fees, enrollment numbers, and overall rankings! Here you'll find up-to-date information on institutes of higher learning from Princeton University at the top spot in Best National Universities to Williams College at No. 1 on the Best National Liberal Arts Colleges list.

This collection of data is all that's needed for potential students - parents, counselors and more - to evaluate their choices in selecting a college or university that perfectly meets their needs. For instance: what is the total tuition & fees cost? What are student enrollment numbers? How have students rated this school? Which universities have been recognized as top institutions in academics by U.S. News & World Report? What admissions criteria do these schools evaluate when considering an applicant's profile? The answers lie within this dataset!

Explore each category separately as well as with other considerations through visuals like our scatter plot to get an inside look into collegiate education from enrollment patterns charted against yearly expenses including room & board charges without forgetting several crucial factors such as six-year graduation rates and freshman retention rates measured among nations' universities included here -allowing for comparison and assessment beforehand for a well-rounded experience such that you can find your own path ahead!

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How to use the dataset

This dataset contains information on the quality, tuition, and enrollment data of 1,800 U.S.-based universities ranked by U.S. News & World Report from 2017. It includes rankings from the National University and Liberal Arts College lists in addition to relevant data points like tuition fees and undergraduate enrollments for each school.

Users can take advantage of this dataset to build models that predict ranking or predicting cost-benefit results for students by using cost-related (tuition) metrics along with quality metrics (rankings). Alternatively users can use it to analyze trends between investments in higher education versus outcomes (ranking), or explore the relationship between enrollments for schools of varying rank tiers, etc...

For more information on how rankings are calculated please refer to this methodology explainer on U.S news website

Here is an overview of all columns included in this dataset:

Columns:Name - institution name,Location - City and state where located,Rank - Ranking according to U.S News & World Report ,Description - Snippet of text overview from U.S News ,Tuition and fees – Combined tuition and fees for out–of–state students ,In–state – Tuition and fees for in–state students ,Undergraduate Enrollment – Number of enrolled undergraduate students .

Using this column detail as a guide we can answer questions like ‘which colleges give highest ROI ?’ or ‘Which college has highest number undergraduates?’ . For statistical analysis such as correlation we may use a visual representation such as a scatter plots or bar graphs accordingly making it easier analyses trends found within our dataset ans well as exploring any relationships between different factors such us tuitions vs ranks

Research Ideas

• Developing a searchable database to help high school students identify colleges that match their criteria in terms of tuition, graduation rate, location, and rank.
• Identifying correlations between enrollment numbers and university rank in order to better understand how the number of enrolled students effects the overall ranking of a university.
• Comparing universities with similar rankings in order to highlight differences between programs’ tuition and fees as well as retention rates

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, ...

The rankings include the Integrated Postsecondary Education Data System’s ID numbers, making it possible to easily merge them with any of IPEDS’ datasets.

Since 1983, the magazine U.S. News and World Report has been ranking US universities and colleges. While I do not in anyway endorse the specific methodology used to construct these rankings, I know that many academic institutions and scholars use these rankings in their research and institutional assessment. I was in turn frustrated that historical rankings were not easily available anywhere online. The spreadsheets above contain all of the rankings from 1985-present for liberal arts colleges and from 1984-present for universities.

The data for liberal arts colleges were compiled from the actual articles releasing the data each year (any errors in entry are my own). I have included tiers for many years for the liberal arts college rankings, but most were only available online and not in print editions. The second tab lists the information that is still missing. If anyone has any of that information please contact me, I would like to fill in all of the gaps.

The data for universities is incomplete, with some years containing only the top 50 universities and others 150. They were compiled with the help of Akil Bello and Arjun Khandelwal from existing online sources. The second tab of each spreadsheet includes specific notes on the rankings for each year and sources. If anyone has any of the missing data, please contact me, I would like to fill in all of the gaps. Thanks to Melissa Whately for help with the IPEDS numbers.

Andrew G. Reiter, “U.S. News & World Report Historical Liberal Arts College and University Rankings,” available at: http://andyreiter.com/datasets/

In April 2025, the news website with the most monthly visits in the United States was nytimes.com, with a total of ***** million monthly visits in that month. In second place was cnn.com with just over *** million visits, followed by foxnews.com with almost a ****** of a million. Online news consumption in the U.S. Americans get their news in a variety of ways, but social media is an increasingly popular option. A survey on social media news consumption revealed that ** percent of Twitter users regularly used the site for news, and Facebook and Reddit were also popular for news among their users. Interestingly though, social media is the least trusted news sources in the United States. News and trust Trust in news sources has become increasingly important to the American news consumer amidst the spread of fake news, and the public are more vocal about whether or not they have faith in a source to report news correctly. Ongoing discussions about the credibility, accuracy and bias of news networks, anchors, TV show hosts, and news media professionals mean that those looking to keep up to date tend to be more cautious than ever before. In general, news audiences are skeptical. In 2020, just **** percent of respondents to a survey investigating the perceived objectivity of the mass media reported having a great deal of trust in the media to report news fully, accurately, and fairly.

This statistic gives information on the most popular news brands in the United States as of June 2018, ranked by monthly unique users. During this month, 55.3 million people read The New York Times.

DESCRIPTION US News Universities Rankings 2017 edition SUMMARY National Universities Rankings In-the-News From 9/13/16 press release:

U.S. News & World Report today announced the 2017 Best Colleges rankings to help students worldwide compare the academic quality of more than 1,800 U.S.-based schools. Princeton University remains No. 1 in the Best National Universities category. For the 14th consecutive year, Williams College takes the top spot on the Best National Liberal Arts Colleges list.

Source: U.S. News Best College Rankings

Schools in the National Universities category, such as Columbia University and the University of Pennsylvania, offer a full range of undergraduate majors, plus master's and doctoral programs. These colleges also are committed to producing groundbreaking research.

About the data Name - institution name

Location - City, State where located

Rank Read methodology here. This dataset does not include unranked schools or any data that requires purchase / special access (i.e., exclusive to the U.S. News College Compass product).

Description Snippet of text overview from U.S. News

Tuition and fees Combined tuition and fees. For public universities with different tuition structure for in-state vs. out-of-state students, this number reflects out-of-state tutition.

In-stateFor public universities with different tuition structure for in-state vs. out-of-state students, this number reflects in-state tuition.

Undergrad Enrollment Number of enrolled undergratuate students

Read the Best Colleges Methodology

More from press release (quoted verbatim):

The average six-year graduation rate is 95 percent for the top 10 National Universities and 93.9 percent for the top 10 National Liberal Arts Colleges. The average freshman retention rate is 98.1 percent for the top 10 National Universities and 96.6 percent for the top 10 National Liberal Arts Colleges. For comparison, the average six-year graduation rate among all numerically ranked schools on the National Universities list is 71.3 percent, and the average freshman retention rate is 86.9 percent. For comparison, the average six-year graduation rate among all numerically ranked schools on the National Liberal Arts Colleges list is 75.2 percent, and the average freshman retention rate is 85.6 percent.

Quality of life is a measure of comfort, health, and happiness by a person or a group of people. Quality of life is determined by both material factors, such as income and housing, and broader considerations like health, education, and freedom. Each year, US & World News releases its “Best States to Live in” report, which ranks states on the quality of life each state provides its residents. In order to determine rankings, U.S. News & World Report considers a wide range of factors, including healthcare, education, economy, infrastructure, opportunity, fiscal stability, crime and corrections, and the natural environment. More information on these categories and what is measured in each can be found below:

Healthcare includes access, quality, and affordability of healthcare, as well as health measurements, such as obesity rates and rates of smoking. Education measures how well public schools perform in terms of testing and graduation rates, as well as tuition costs associated with higher education and college debt load. Economy looks at GDP growth, migration to the state, and new business. Infrastructure includes transportation availability, road quality, communications, and internet access. Opportunity includes poverty rates, cost of living, housing costs and gender and racial equality. Fiscal Stability considers the health of the government's finances, including how well the state balances its budget. Crime and Corrections ranks a state’s public safety and measures prison systems and their populations. Natural Environment looks at the quality of air and water and exposure to pollution.

According to data gathered in the final quarter of 2024, the most popular news wesbites in the United States were Yahoo! and NBC.com, with 57 percent of respondents reporting that they had a positive opinion of each publication. Ranked joint second were CBS.com, and CNN's website.

Data on the top universities for Computer Science in 2025.

A ranking of Office of Hearings Operations (OHO) hearing offices by the average number of hearings dispositions per administrative law judge (ALJ) per day. The average shown will be a combined average for all ALJs working in that hearing office.

Data on the top universities for Engineering in 2025, including disciplines such as Chemical Engineering, Civil Engineering, and Mechanical and Aerospace Engineering.

Data on the top universities for Physical Sciences in 2025, including disciplines such as Chemistry, Geology, and Physics & Astronomy.

Comprehensive dataset of college football teams ranked by national championships. Includes historical data, statistics, and performance metrics for NCAA Division I FBS teams.

Data on the top universities for Business and Economics in 2025, including disciplines such as Accounting and Finance, Business Management, and Economics.

Context

This dataset contains some data to try to answer the question, "What's the best city to live and work in as a Data Scientist?" I include data from the U.S. News & World Report Best Places to Live and Best States Rankings; city scores from Nomad List; rent indices from Zillow; and the number of jobs openings on Indeed.com. All data is publicly available online and manually compiled by myself.

Data Sources

• U.S. News Best Places to Live in the U.S.
• U.S. News Best States Rankings
• Nomad List
• Zillow Research Housing Data
• Wikipedia List of metropolitan statistical areas
• Indeed.com

The U.S. News Best Places and Best States Rankings are updated annually. They were last updated in Dec 2019, so I assume the next update will come in Dec 2020.

Dataset Info

Data from Best Places

For data points from the U.S. News Best Places, drill down into the page for each metro area. I have to manually collect these data points, and not all of them are fully populated. If there's interest, I'll upload a new version with more data filled in.

About Nomad Scores

Nomad List publishes scores for each city that update in real time every 10 mins. These scores are affected by the current weather in each city. Therefore, the scores vary quite a bit seasonally as well as during the day. Learn more here. I've sampled the scores at different times of year and different times of day. Timestamps are in ISO 8601 format. Nomad Scores are not available for all metros in the dataset.

Inspiration

1. Can you combine the data for each metro into an aggregate score (or multiple scores) to determine the best places to live?
2. Should climate be factored into your scores? If so, how?
3. Can you aggregate violent and property crime rates into an aggregate crime rate?
4. Can you combine a quantitative score with a ranking measure to obtain a total score?
5. Can you aggregate all the sampled Nomad Scores to obtain an overall Nomad Score for the metro? How should you weight each score?
6. Should you include the number of Data Scientist job postings in your total score for the metro? If so, how?

Design of Experiments (DoE) is a relevant class to undergraduate students in the sciences, because it teaches them how to plan, conduct, and analyze experiments. In the literature on DoE, there are several contributions to its pedagogy, such as easy-to-use class experiments, virtual experiments, and software to construct experimental designs. However, there are virtually no systematic evaluations of the actual DoE pedagogy. To address this issue, we build the first database of DoE courses offered to undergraduate students in the United States. The database has records on courses offered from 2019 to 2022 at the best universities in the US News Best National Universities ranking of 2022. Specifically, it has data on 18 general and content-specific features of 206 courses. To study the DoE pedagogy, we analyze the database using descriptive statistics and text mining. Based on our analysis, we provide instructors with recommendations and teaching material to enhance their DoE courses. The database and material are included in the supplement of this article.

Explore the World Competitiveness Ranking dataset for 2016, including key indicators such as GDP per capita, fixed telephone tariffs, and pension funding. Discover insights on social cohesion, scientific research, and digital transformation in various countries.

Social cohesion, The image abroad of your country encourages business development, Scientific articles published by origin of author, International Telecommunication Union, World Telecommunication/ICT Indicators database, Data reproduced with the kind permission of ITU, National sources, Fixed telephone tariffs, GDP (PPP) per capita, Overall, Exports of goods - growth, Pension funding is adequately addressed for the future, Companies are very good at using big data and analytics to support decision-making, Gross fixed capital formation - real growth, Economic Performance, Scientific research legislation, Percentage of GDP, Health infrastructure meets the needs of society, Estimates based on preliminary data for the most recent year., Singapore: including re-exports., Value, Laws relating to scientific research do encourage innovation, % of GDP, Gross Domestic Product (GDP), Health Infrastructure, Digital transformation in companies is generally well understood, Industrial disputes, EE, Female / male ratio, State ownership of enterprises, Total expenditure on R&D (%), Score, Colombia, Estimates for the most recent year., Percentage change, based on US$ values, Number of listed domestic companies, Tax evasion is not a threat to your economy, Scientific articles, Tax evasion, % change, Use of big data and analytics, National sources, Disposable Income, Equal opportunity, Listed domestic companies, Government budget surplus/deficit (%), Pension funding, US$ per capita at purchasing power parity, Estimates; US$ per capita at purchasing power parity, Image abroad or branding, Equal opportunity legislation in your economy encourages economic development, Number, Article counts are from a selection of journals, books, and conference proceedings in S&E from Scopus. Articles are classified by their year of publication and are assigned to a region/country/economy on the basis of the institutional address(es) listed in the article. Articles are credited on a fractional-count basis. The sum of the countries/economies may not add to the world total because of rounding. Some publications have incomplete address information for coauthored publications in the Scopus database. The unassigned category count is the sum of fractional counts for publications that cannot be assigned to a country or economy. Hong Kong: research output items by the higher education institutions funded by the University Grants Committee only., State ownership of enterprises is not a threat to business activities, Protectionism does not impair the conduct of your business, Digital transformation in companies, Total final energy consumption per capita, Social cohesion is high, Rank, MTOE per capita, Percentage change, based on constant prices, US$ billions, National sources, World Trade Organization Statistics database, Rank, Score, Value, World Rankings

Argentina, Australia, Austria, Belgium, Brazil, Bulgaria, Canada, Chile, China, Colombia, Croatia, Cyprus, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, India, Indonesia, Ireland, Israel, Italy, Japan, Jordan, Kazakhstan, Latvia, Lithuania, Luxembourg, Malaysia, Mexico, Mongolia, Netherlands, New Zealand, Norway, Oman, Peru, Philippines, Poland, Portugal, Qatar, Romania, Russia, Saudi Arabia, Singapore, Slovenia, South Africa, Spain, Sweden, Switzerland, Thailand, Turkey, Ukraine, United Kingdom, Venezuela

Follow data.kapsarc.org for timely data to advance energy economics research.

Data on the top universities for Medical and Health in 2025, including disciplines such as Medicine and Dentistry, and Other Health Subjects.

Historical Dataset of National Trail High School is provided by PublicSchoolReview and contain statistics on metrics:Total Students Trends Over Years (1987-2023),Total Classroom Teachers Trends Over Years (1990-2023),Distribution of Students By Grade Trends,Student-Teacher Ratio Comparison Over Years (1990-2023),Asian Student Percentage Comparison Over Years (1990-2021),Hispanic Student Percentage Comparison Over Years (1992-2023),Black Student Percentage Comparison Over Years (1989-2022),White Student Percentage Comparison Over Years (1991-2023),Two or More Races Student Percentage Comparison Over Years (2013-2023),Diversity Score Comparison Over Years (1988-2023),Free Lunch Eligibility Comparison Over Years (1993-2023),Reduced-Price Lunch Eligibility Comparison Over Years (2004-2023),Reading and Language Arts Proficiency Comparison Over Years (2011-2022),Math Proficiency Comparison Over Years (2012-2023),Science Proficiency Comparison Over Years (2021-2022),Overall School Rank Trends Over Years (2012-2023),Graduation Rate Comparison Over Years (2013-2023)

In May 2024, the leading cable news program in the United States ranked by number of viewers was "The Five", averaging **** million total viewers. "Jesse Watters Primetime" ranked second with **** million average total viewers that month.