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Other Resources

The following is a list of Data and Institutional Research Resources. These are resources only.
To follow a link, simply click on the desired URL.

Accreditation Agency

Accreditation Board for Engineering & Technology (ABET)

Accreditation Board for Engineering & Technology (ABET) Members

Accreditation Council for Occupational Therapy Education

Accreditation Council on Graduate Medical Education

American Bar Association (ABA)

American Bar Association (ABA) Members

American Chemical Society

American Council on Education

American Council on Pharmaceutical Education (ACPE)

American Council on Pharmaceutical Education (ACPE) Members

American Library Association

American Psychological Association

American Society of Health-Systems Pharmacists

Association of American Colleges and Universities

Association of American Medical Colleges (AAMC)

Association of American Medical Colleges (AAMC) Members

Association of American Universities (AAU)

Association of American Universities (AAU) Members

Association of Research Libraries (ARL)

Association of Research Libraries (ARL) Members

Association to Advance Collegiate Schools of Business

Association to Advance Collegiate Schools of Business (AACSB)

Commission on Accreditation for Dietetics Education

Commission on Accreditation in Physical Therapy Education

Commission on Accreditation of Allied Health Education Prgs

Commission on Collegiate Nursing Education (CCNE)

Commission on Collegiate Nursing Education (CCNE) Members

Commission on Dental Accreditation (CODA)

Commission on Dental Accreditation (CODA) Members

Council for Higher Education Accreditation

Council on Academic Accreditation in Audiology and Speech-Language Pathology (CAA)

Council on Accreditation of Nurse Anesthesia Educ Prgms

Council on Education for Public Health (CEPH)

Council on Education for Public Health (CEPH) Members

Council on Rehabilitation Education

Council on Social Work Education (CSWE)

Council on Social Work Education (CSWE) Members

Higher Learning Commission (HLC)

Joint Review Committee on Educational Prog in Nuclear Med Tech

Liaison Committee on Medical Education

Middle States Association of Colleges and Schools (MSACESS)

Middle States Association of Colleges and Schools, Commission of Higher Education (MSCHE)

Middle States Association of Colleges and Schools, Commission of Higher Education (MSCHE) Institutions

National Accrediting Agency for Clinical Laboratory Science

National Architectural Accrediting Board (NAAB)

National Architectural Accrediting Board (NAAB) Members

National Association of State Universities and Land-Grant Colleges

National Collegiate Athletic Association (NCAA)

National Collegiate Athletic Association (NCAA) Members

New England Association of Schools and Colleges (NEASC)

New York State Board of Regents

Planning Accreditation Board

Southern Association of Colleges and Schools (SACS)

Teacher Education Accreditation Council

Teacher Education Accreditation Council (TEAC) Members

Western Association of Schools and Colleges, Senior College and University Commission (WSCUC)

Western Interstate Commision for Higher Education (WICHE)

Analytics and BI Vendors

Academic Analytics

Clarivate Analytics (Formerly the IP & Science business of Thomson Reuters)

Digital Measures

Google Analytics 360

Google chart tools

Google Fusion Tables

Micu’osoft BI and analytics

Sympleclic – Elements

Thomson Reuters

Analytics Blog

Alan Smithee Presents

Alan Smithee Presents – Tableau and Multiple Trend Models

Brain Rules — John Medina

Breaking BI – Brad Llewellyn

Clearly and Simply

Data Driven Consulting

Data Revelations – Steve Wexler

Drawing with Numbers

Higher Ed Blog Spot – Creating a Competition Analysis Chart from IPEDS and Clearinghouse Data

Impact Analytix – Bl & Predictive Analytics

Ryan Robitaille

Spurious Correlations – Tyler Vigen

Statistical Insights Using Tableau

Tableau Friction

Tableau Zen Masters

The Guardian DataBlog

Visual Business Intelligence

VizCandy – Kelly Martin

Article

10 free tools for creating infographics

11 Reasons Why Most Business Intelligence Projects Fail

2010 World longevity, birthrates and social/economic development – World Bank

4 Steps to Deploying lT-Powered Business Analytics

A Visa and Immigration Policy for the Brain-Circulation Era: Adjusting To What Happened in the World While We Were Maki..

Big Data Analysis in Higher Education: Promises and Pitfalls

Capturing distinctions related to distance, correspondence, online, TV. etc. credit hours — especially differences between ..

Chart and image gallery: 30+ free tools for data visualization and analysis

Different Questions. Different Views: A Guide to Selecting a Visualization

e-Literate -Fall 2013 IPEDS Data: New Proﬁle of US Higher Ed Online Education

Extreme Presentation – Slide Chooser

Heat Map of Economic Measures

How are college majors changing?

How Does Your State Size Up?

How Does Your State Size-Up? One Diagram Comgaring State

How To Build A Data Analysis Portfolio That Will Get You Hired

In America’s Interest: Welcoming International Students

Jobs by college major

Moving the Red Queen Forward: Maturing Analytics Capabilities in Higher Education

NPEC: Best Practices for Data Collectors and Data Providers (1999)

Predictive Analytics: Nudging, Shoving, and Smacking Behaviors in Higher Education

Republican and Democrat presidential voting 1964-2012

Restoring U.S. Competitiveness for International Students and Scholars

Robots, Al Won‘t Destroy Jobs. Yet

Sankey – Automated Sankey Diagram Using Tableau and SQL

Sankey – Sankey Charts in Tableau

Sankey – Sankey diagram made of dynamically generated polygons

Sortable table on Graduation Rates (from The Chronicle of Higher Education)

Stephen Few – Bullet Chart Design

Stephen Few – Time Series and Part-to-Whole Relationships

The Measuring Stick (from The Chronicle of Higher Education)

The Rise of the Online Degree at Public and Nonproﬁt Universities

Think About US. Higher Education

What International Students

Whitepaper — 206 Benchmark report on Self-Service Business Intelligence – Starﬂeet Research

Whitepaper — Operationalizing and Embedding Analytics for Action – SAS

Whitepaper — Which chart or graph is right for you

Business Intelligence

Blackboard Analytics

CampusLabs -Insight

Gartner 2015 – Magic Quadrant for Business Intelligence and Analytics Platforms

Gartner 2016 – Magic Quadrant for Business Intelligence and Analytics Platforms

IBM – SPSS Modeler

Information Builders – WebFOCUS

Microsoft – Bl Platform

Microsoft – PowerPivot

Oracle – OBIEE

Panorama – Necto

Qlik – Qlikview

Rapid Insights – Veera

Revolution Analytics

Starﬁsh Analytics

Tibco – Jaspersoﬂ

Tibco – Spotﬁre

Collaboration Tools

Atlassian – Conﬂuence

Microsoft – SharePoint

Web Conferencing – GoToMeeting

Web Conferencing – Skype

Web Conferencing – Zoom

Data Resources

2016 Forbes List of US Billionaire’s

Academic Institution Proﬁles

AIR IPEDS Resource Center

AIR Net Price Calculator Resources

America’s Career lnfoNet

American Higher Education (2000)

Beloit Mindset List

Bureau of Labor Statistics

Bureau of Labor Statistics Databases by Subjest

Center for Higher Education Policymaking and Analysis

Center for Measuring University Performance

Center for State Policy on Student Progression

Center for the Study of Higher Education (CSHE)

College Navigator

College Portraits I Voluntary System of Accountability

College Scorecard

College Scorecard – Data Download

College Search Database

Common Data Set (CDS)

Consortium for Student Retention Data Exchange (CSRDE)

Data & Information Services Center at University of Wisconsin – Madison

Dictionary Of Occupational Titl‘ Index

Division of Science Resources Statistics

Economic Development and Employer Planning System

Economic Modeling Specialists lntl. (EMSI)

Educational Testing Services (ETS)

Elsevier Analytical Services

ERIC Clearinghouse on Assessment and Evaluation

Federal Department of Commerce

Google Fusion Tables

Grapevine: State Fiscal Support for Higher Education

Grapevine: Summary Tables

Higher Education Consortia and the National Study of Instructional Costs and Productivity (U Delaware)

Institutional Data Archive on

Integrated Post-secondary Education Data System (IPEDS) Data Center

Integrated Post-secondary Education Data System (IPEDS) Tutorial

Internet Resources for Higher Education Outcomes Assessment

Library of Congress

Lumina Foundation – A StrongerNation

Milken Family Foundation for Education and Medical Research

NAFSA International Student Economic Value Tool

National Archive of Computerized Data on Aging

National Center for Health Statistics at CDC

National Postsecondary Education Cooperative (NPEC)

National Recreation and Park Association

National Student Clearinghouse

NCES Data Tools

NCES Digest of Education Statistics

NSF National Center for Science and Engineering Statistics

NSF NIH Survey of Graduate Students and Postdoctorates in Science and Engineering

NSF WebCASPAR: Research Database

Quora – Where can I ﬁnd large datasets open to the public?

S&P Composite Stock Market Returns Dashboard

Social Science Data Archive at UCLA

Social Science Data Services at UC-San Diego

Southern Regional Education Board (SREB) Educational Data

State Education Proﬁles

The Economist Newspaper

The Learning Resources Network

University and College Accountability Network (U-CAN)

US. Census Bureau

US. Department of Education

Western Interstate Commission for Higher Education (WICHE) Graduate Projections

World Bank Open Data

Zillow Research

Zillow Research – Tableau Public

Zip Code Database Project

Economic Analytics

America’s Knowiedge Economy:A State-by-State Review (Council of State Governments and Elsevier)

Consumer Price Indexes (CPI)

Consumer Price Indexes (CPI) – Wikipedia

Gross domestic product – Wikipedia

Median Household Income – Wikipedia

State Median Income

Education Analytics

Alan Smithee Presents – IPEDS Revisited

Appalachian State University – Student Headcount and Enrollment

Augusta University (Georgia Regents) – Factbook

Carnegie Mellon – Tepper School of Business – PhD Students on the Job Market

Chicago – Graduation Rates

CNBC – The Cost of College Education

Colorado – IPEDS Employees by Assigned Position (EAP) Comparison

EAB – Educational Advisory Board

Education Analytics at Tableau

Higher Ed Data Stories – More on Net Costs

Higher Education Price Index (HEPI)

Tableau – Thought Leaders in Higher Education Analytics – Cornell, Purdue, Washington, Texas

GIS

Alan Smithee Presents – IPEDS Revisited

Appalachian State University – Student Headcount and Enrollment

Augusta University (Georgia Regents) – Factbook

Carnegie Mellon – Tepper School of Business – PhD Students on the Job Market

Chicago – Graduation Rates

CNBC – The Cost of College Education

Colorado – IPEDS Employees by Assigned Position (EAP) Comparison

EAB – Educational Advisory Board

Education Analytics at Tableau

Higher Ed Data Stories – More on Net Costs

Higher Education Price Index (HEPI)

Tableau – Thought Leaders in Higher Education Analytics – Cornell, Purdue, Washington, Texas

GoTo Tools

Blog – Higher Ed Data Stories – Jon Boeckenstedt

Blog – Perceptual Edge — Stephen Few

Data Governance Resources by IData

Institutional Analysis

Institutional Analysis – SharePoint

Institutional Analysis -Tableau

Institutional Analytics Partnership Repository – Ubfs

Institutional Analytim Partnership

Journal – Chronicle of Higher Education

Journal – NY Times – Upshot

Tableau – Customer License Portal

Tableau – Knowledge Base

Tableau – Tableau Public

Information Technology

Campus Computing Project

EDUCause Gartner Access

Institutional Research

AIR Internet Resources for IR

Association for Institutional

Association for Institutional Research in the Upper Midwest (AIRUM)

Association of Institutional Research (AIR)

California Association for Institutional Research (CAIR)

Institutional Research Ofﬁces

Mid-America Association for Institutional Research (MidAlR)

Northeast Association for Institutional Research (NEAIR)

Pacific Association for Institutional Research (PacAIR)

Pacific North West Association for Institutional Research and Planning (PNAIRP)

Research and Planning Ofﬁcers (AIRPO)

Rocky Mountain Association for Institutional Research (RMAIR)

Southern Association for Institutional Research (SAIR)

Job Listings

AIR Job Bulletin

Chronicle of Higher Education

Journals and Magazines

Campus Technology

Community College Week

Education Week – Editorial Projects in Education

EDUCAUSE REVIEW

Inside Higher Ed

NY Times – Education Section

NY Times – Technology Section

Policy and Public Opinion

American National Election Studies

Education Commission of the States (ECS)

FERPA: Final Ruling (7/6/2000)

FERPA: Proposed Changes (7/28/2003)

Institute for Higher Education Policy (IHEP)

National Center for Higher Education Management Systems

National Information Center for Higher Education Policymaking and Analysis

National Opinion Research Center (NORC) at the University of Chicago

National Survey of America’s Families

Pew Research Center

Polling Report.com

Roper Center at the University of Connecticut

The Gramm-Leach-Bliley Act

Trend Information on Community Colleges

U.S. House of Representatives Committee on Education and the Workforce

Professional Associations

Association for Institutional Research (AIR)

Association of Independent California Colleges and Universities (AICCU)

National Community College Council for Research and Planning (NCCCRP)

Research and Planning Group of the California Community Colleges (RP Group)

Professional Organizations

American Association for Higher Education (AAHE)

American Association of Collegiate Registrars and Admissions Officers (AACRAO)

American Association of Community Colleges (AACC)

American Association of State Colleges and Universities (AASCU)

American Association of University Professors (AAUP)

American College Testing (ACT)

American Council on Education (ACE)

American Educational Research Association (AERA)

Association for Institutional Research (AIR)

Association of American Colleges and Universities (AAC&U)

Association of American Universities (AAU)

Association of Higher Education Facilities Officers (APPA)

Association of Research Libraries (ARL)

Association of University Technology Managers (AUTM)

Carnegie Classifications

Classification of Instructional Programs (CIP) (2000)

College and University Professional Association for Human Resources (CUPA)

Commission on Independent Colleges and Universities (NY)

Consortium for Student Retention Data Exchange (CSRDE)

Council for Adult & Experiential Learning

Council of Graduate Schools (CGS)

Higher Education Data Warehousing Forum

National Association for Equal Opportunity in Higher Education (NAFEO)

National Association of College and University Business Officers (NACUBO)

National Association of Independent Colleges and Universities (NAICU)

National Association of Universities and Land Grant Colleges

National Center for Education Statistics (NCES)

National Center for Higher Education Management Systems (NCHEMS)

National Center for Postseconday Improvement (NCPI)

National Collegiate Athletic Association (NCAA)

National Education Association (NEA)

National Institute for Learning Outcomes Assessment

National Research Council (NRC)

National Resource Center for The First-Year Experience and Students in Transition

National Science Foundation (NSF)

New England Board of Higher Education (NEBHE)

New York City Department of Education (NYC DOE )

New York Office of Research and Information Systems

New York State Department of Education (NYSED)

NRC Assessment of Research Doctorates

Online Colleges in New York (NY)

Society for College and University Planning (SCUP)

State Higher Education Executive Officers (SHEEO)

The Community College Foundation

United University Professions (UUP)

Rankings

ABA-Standard 509 Reports

America’s Best Value Colleges -Forbes

America’s Top Colleges 2016 -Forbes

American Council of Trustees and Alumni – What Will They Learn

Best universities in the United States 2016 THE Rankings

Chronicle of Higher Ed – Great Colleges to Work for

College Affordability and Transparency Center (US. Dept of Education)

College Rankings – WSJ

College Scorecard – Whitehouse

Graduate Schools – Best Graduate School Search at Petersons

High Impact Universities

IHEP Ranking Systems Clearinghouse

Kiplingel’s Best College Values-Kiplinger

Management – UTDallas – Top 100 Business Schools – North American Rankings

MONEY’s 2016 Best Value Colleges Ranking

Money‘s Best Colleges

Online Education Database (OEDb)

Ranking Web of World Universities

Social Work – USNews – Best Social Work Programs

The Chronicle – Interactive Peers

The Chronicle – Selecting Peers for Comparison’s Sake

The Princeton Review

Times Higher Education World University Rankings

University Ranking Watch

US News & World Report

USNews – Best Colleges

USNews – Best Online Education Programs – Online Graduate Education

Social Networking

Google+ Community – Data Visualization

Google+ Community – Higher Education Tableau User Group

Google+ Community – Infographics & Data Visualization

LinkedIn Group – Visual Analytics

Linkedln Group – Association for Institutional Research

Linkedln Group – Higher Education Tableau Users Group

Linkedln Group – Tableau Software Fans and Friends

Linkedln Group – Times Higher Education

Software

Data Cookbook by IData

ET GeoTools for ArcGIS

Google Maps Engine

js – Easel.ly

js – Timeliner

lnfographic – Infogr.am

lnfographic – Piktochart

Qualtrics – Survey Software

Statistics Homepage

Survey

Center for Community College Student Engagement

National Center for Science and Engineering Statistics

National Survey of Student Engagement (NSSE)

Sample Size Calculator

Student Achievement Measure (SAM)

Tableau in Education

Berkeley – Ofﬁce of Planning and Analysis – Graduation Rates

Brock University – Institutional Analysis and Planning

Brown – Factbook

Califomina System – Information Center

Colorado – Boulder – IPEDS Employee

Colorado – Interactive Map of Veteran Populations Using Beneﬁts to Pay For Higher Education

Cornell – Factbook

CU Boulder Employees – Employess by Congressional District

CUNY – Factbook

DePaul – Institutional Research & Market Analytics

DePaul – IPEDS – College Comparison

DePaul – IPEDS 2012 College Compare

DePaul – John Boeckenstedt – Highed Ed Data Stories

DePaul – Tableau Public

Humboldt State University

Illinois – Housing Annual Report

Indiana – CFO

Indiana – Enrollment Summery

Indiana Wesleyan University – Institutional Research and Accreditation

Jacksonville State University – Institutional Research and Assessment

Jon Boeckenstedt – IPEDS Degrees Awarded

Marquette – Factbook

Minnesota – Classroom Utilization Dashboard

MIT – Population

Ohio State – Libraries

Ohio State – Libraries – Tableau Public

Oregon – Revenue per Student FTE

Oxford – Student Statistics

Purdue – Factbook and Metrics

Rice – Fact Book

Shawnee State University – Ofﬁce of Institutional Effectiveness

Southern Indiana – Factbook

Stanford – Biomedical Engineering, Bioengineering or Biodesign offerings

Stanford – PhD Alumni Employment

Student Retention Rates

Texas A&M – University Metrics

Texas State Tech : Earnings & Placement Higher Ed Outcomes

UC Santa Barbara – California Dropout Research Project

UCLA – Williams Institute – Employment Non-Discrimination Act (ENDA)

University at Buffalo – Factbook

University at Buffalo – Institutional Analysis Briefs

University at Buffalo – Institutional Analytics. Partnership

University of British Columbia Library

University of Michigan

University of Michigan – Bl

University of Southern California – Growing Apart: A Political History of American Inequality

University of the Incarnate Word: Interactive Fact Book and Census Reports

Utah State – IPEDS Peer Comparison: Student Detail

Utah State – Ofﬁce of Analysis, Assessment and Accreditation

Utah State – Tableau Index

Washington – Decision Support

Washington – Ofﬁce of Planning and Budget Public Proﬁles

Whitworth University – Strategic Plan KPl’s

Wisconsin – Parkside – 10th day Student Proﬁle

Wisconsin – Whitewater – Factbook

Wisconson – Eau Claire – Factbook

Tableau Resources

Block Bar Donut chart in Tableau

DePaul: Tableau HowTo support

Designing Library Data Dashboards with Tableau Software

ESRI (AroGlS) to Tableau Connection

eTextbook – Tableau Your Data! : Fast and Easy Visual Analysis with Tableau Software

Getting Started with Tableau

KB Article – Bar Charts in Tooltips

KB Article – Deciding Between Joining Tables and Blending Data

KB Article – Table Calculations

Live Training Schedule

Product Manuals

Quick Start Guides

Regular Expressions in Tableau

Sample Workbooks and Visualizations

Social Media – Facebook

Social Media – Pinterest

Social Media – Tableau Highe Education User Group Community

Social Media – Wikipedia Software – Datasource driver:

Software – Reshaper tool

Software – Tableau Reader

Tableau 8: The Ofﬁcial Guide

Tableau Community Support Forums

Tableau Conference – 2013 Washington, DC

Tableau Conference – 2014 Seattle

Tableau Conference – 2015 Las Vegas

Tableau Conference – 2016 Austin

Tableau Elastic – Mobile development

Tableau for Teaching and Students

Tableau Mapping

Tableau Public Gallery

Tableau Public: Student Loan Default Rates

Tableau Reader for iPad

Tableau Support and Trouble Tickets

Tableau Training and Tutorial Videos

Top 10 Business Intelligence Trends for 2015

Using Tableau for Data Visualization at the UMass Amherst Libraries

Video – Authoring for Interactivity

Video – Background Images

Video – Connecting to Databases

Video – Custom Geocoding

Video – Intro to Dashboard Development

Video – R Integration

Video – Statistical Calculations

Video – Statistics overview

Visual Analytics Best Practices

YouTube Channel – Tableau Software

Visual Analytics

10 Free Data Visualization Tools

Best Data Visualization Tools of 2016

Change Blindness examples

Dynamic colour palette

EDUCAUSE – Analytics

EDUCAUSE – Analytics in Higher Education: Establishing a Common Language

EDUCAUSE – Big Data

EDUCAUSE – Game Changers: Education and Information Technologies

EDUCAUSE – Learning Analytics

EDUCAUSE – Using Analytics for Institutional Transformation

Edward Tuﬂe and Graphics Press

eTextbook – Expanding the Frontiers of Visual Analytics and Visualization

Find a Senator or Congressmen

GapMinder – Hans Rosling – Gapminder World Ofﬂine lets you explore the world from your own computer

Getting started with Visual Analytics

Graph Design IQ. Test

Periodic Table of Visualization Methods

Preattentive Features and Tasks

Reference Book – Envisioning information

Reference Book – Graphic Methods for Presenting Facts – Willard C Brinton – 1888

Reference Book – lnfonnation Dashboard Design : The Effective Visual Communication of Data

Reference Book – The Visual display of quantitative information

Reference Book – Visual and statistical thinking: displays of evidence for making decisions

Reference Book – Visual explanations : images and quantities, evidence and narrative

Sankey – Sankey Diagrams

Sankey – SankeyMatic

TED – Optical illusions show how we see

University at Washington Interactive Data Lab

Vischeck – Color Blind Sinulation