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- Herausgeber: John Wiley & Sons
- Kategorie: Fachliteratur
- Serie: SAS Institute Inc
- Sprache: Englisch
Analytics can make government work better--this book shows you how A Practical Guide to Analytics for Governments provides demonstrations of real-world analytics applications for legislators, policy-makers, and support staff at the federal, state, and local levels. Big data and analytics are transforming industries across the board, and government can reap many of those same benefits by applying analytics to processes and programs already in place. From healthcare delivery and child well-being, to crime and program fraud, analytics can--in fact, already does--transform the way government works. This book shows you how analytics can be implemented in your own milieu: What is the downstream impact of new legislation? How can we make programs more efficient? Is it possible to predict policy outcomes without analytics? How do I get started building analytics into my government organization? The answers are all here, with accessible explanations and useful advice from an expert in the field. Analytics allows you to mine your data to create a holistic picture of your constituents; this model helps you tailor programs, fine-tune legislation, and serve the populace more effectively. This book walks you through analytics as applied to government, and shows you how to reap Big data's benefits at whatever level necessary. * Learn how analytics is already transforming government service delivery * Delve into the digital healthcare revolution * Use analytics to improve education, juvenile justice, and other child-focused areas * Apply analytics to transportation, criminal justice, fraud, and much more Legislators and policy makers have plenty of great ideas--but how do they put those ideas into play? Analytics can play a crucial role in getting the job done well. A Practical Guide to Analytics for Governments provides advice, perspective, and real-world guidance for public servants everywhere.
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Veröffentlichungsjahr: 2017
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A Practical Guide to Analytics for Governments
Using Big Data for Good
Marie Lowman
Cover image: © studiocasper/iStockphoto Cover design: Wiley
Copyright © 2017 by SAS Institute, Inc. All rights reserved.
Published by John Wiley & Sons, Inc., Hoboken, New Jersey.
Published simultaneously in Canada.
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Library of Congress Cataloging-in-Publication Data:
Names: Lowman, Marie, editor.
Title: A practical guide to analytics for governments : using big data for good / [edited by] Marie Lowman.
Description: Hoboken, New Jersey : John Wiley & Sons, Inc., 2017. | Series: Wiley & SAS business series | Includes index. |
Identifiers: LCCN 2017006645 (print) | LCCN 2017016282 (ebook) | ISBN 9781119362548 (pdf) | ISBN 9781119362852 (epub) | ISBN 9781119362821 (cloth)
Subjects: LCSH: Public administration—Statistical methods. | Public administration—Data processing. | Big data. | Data mining.
Classification: LCC JA71.7 (ebook) | LCC JA71.7.P73 2017 (print) | DDC 352.3/8028557—dc23
LC record available at https://lccn.loc.gov/2017006645
Contents
Foreword
Acknowledgments
CHAPTER 1
Child Welfare
Education
Healthcare
Prescription Drug Abuse
Criminal Justice and Public Safety
Smart Cities
Transportation
Fraud, Waste, and Abuse
Establishing a Center of Analytics
CHAPTER 2
Introduction
Data-Driven Culture
Data Sharing
Data Quality
Assessing Risk
Addressing the Perceived Limits of Analytics Pertaining to Assessing Risk
Impact on Workforce
Notes
CHAPTER 3
Introduction
Build Your Engine—Build the Education Data System Infrastructure
Use the Dashboard to Measure What Matters Most—Student Learning Growth
Use the Navigation System to Guide Education Policy
Look through the Windshield with Predictive Analytics
Drive the Car and Use the Data
Notes
CHAPTER 4
Role of the Government
The Challenge
Value-Based Care
Conclusion
Notes
CHAPTER 5
Introduction
National Initiatives
Prescription Drug Monitoring Programs
Advanced Analytics
Health Outcomes
Notes
CHAPTER 6
Improving Data Access and Data Quality
Analytics throughout the Justice and Public Safety System
Conclusion
Notes
CHAPTER 7
Smart Cities
Technologies in Smart City Solutions
Data Management
Analytics
Notes
CHAPTER 8
Connected and Autonomous Vehicles (CAVs)
The Role of Data and Analytics
Benefits of Connected and Autonomous Vehicles
National Focus on Adoption of Performance Measures
Safety Performance Measures
System Performance Measures
The Role of Data and Analytics
Benefits of Transportation Performance Management and Improved Measures
Notes
CHAPTER 9
Healthcare
Tax and the Underground Economy
Benefits Programs
Recommendations
Notes
CHAPTER 10
Why a Center of Analytics?
What Makes a Center of Analytics?
Building a Center of Analytics?
Notes
Appendix
Index
EULA
List of Illustrations
Chapter 2
Figure 2.1
Past Crime Rates Give Perspectives on Lower Juvenile Detention Numbers
Figure 2.2
Key ID (KID)
Figure 2.3
Case Study: Without Entity Resolution
Figure 2.4
Case Study: With Entity Resolution
Figure 2.5
Intergenerational History and True Risk
Chapter 3
Figure 3.1
Dashboard Gauges
Figure 3.2
Math Achievement across Grades 4–8 in 2015
Figure 3.3
Math Growth across Grades 4–8 in 2015
Chapter 4
Figure 4.1
Life Expectancy versus Health Expenditure
Figure 4.2
The Variety of Data that Impacts a Population’s Health
Figure 4.3
State Medicaid data analysis results show episode costs. Note the over $113 million in potentially avoidable costs.
Chapter 6
Figure 6.1
Incarcerated Persons in State and Federal Prisons, 1925–2004
Figure 6.2
High Prevalence of Mental Health Problems among Prison and Jail Inmates
Chapter 7
Figure 7.1
Data Integration and Analysis
Chapter 8
Figure 8.1
Vehicle-to-Vehicle Communications
Figure 8.2
Reliability Measures Compared to Average Congestion Measures
Figure 8.3
Statewide Travel Time Reliability and Delay Report
Figure 8.4
Milwaukee Area Travel Time Reliability and Delay Report
Chapter 10
Figure 10.1
Mindset, People, Process, and Technology
Appendix
Figure A.1
Holistic Citizen Insight.
Guide
Cover
Table of Contents
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Foreword
Paula Henderson
Vice President, State and Local Government Practice, SAS Institute
Nowhere can more good be done, for more people, than in government. Yes, that messy, challenging, and inspiring entity that simultaneously frustrates us and, often without us realizing it, dramatically improves our quality of life.
I lead a team of nearly 230 people whose mission is to help government, help people. It’s our calling. Practically, we do that with software but, on a deeper level, we do it with passion, optimism, and a belief that analytics wielded by dedicated public servants is a force for good.
This book can empower those people to change lives. It is a guide to how analytics can address our country’s most pressing issues. I also encourage regular citizens to read it. We all hear about analytics and big data but not everyone truly understands it. This book makes the application of data and analytics tangible, and builds excitement about the possibilities.
I have five children. The plight of at-risk kids in this country is never far from my mind. The all too frequent media stories detailing another preventable child fatality tear at my heart. I meet with government leaders on this topic. I serve on the board of a nonprofit dedicated to preventing child abuse. I evangelize the power of analytics to create brighter futures for children.
Will Jones contributes a chapter about improving child well-being by, in part, helping overburdened caseworkers prioritize risk to the children they’re charged with protecting. The child protective services people I’ve met with consider it a sacred duty. But, we ask too much of them. No one understands that better than Will. He spent more than 20 years on the front lines of child protection, juvenile justice, and behavioral health.
That’s what you need to understand about this book. It’s not written by a bunch of PhD statisticians and data scientists. It’s written by people who spent decades serving government at every level . . . serving you.
In addition to Will Jones, we have Nadja Young, a National Board Certified teacher with a passion for helping students succeed. She shares her inspirational and heartbreaking personal tale of how her life could have turned out much differently if not for dedicated teachers. This experience drives her efforts to assist state and local education agencies in better using data to improve student outcomes.
Jennifer Robinson, a town councilwoman for nearly 20 years, spends her days educating city and county leaders on the wide-ranging opportunities to be more efficient and serve their citizens more effectively with analytics. She believes the primary goal of Smart Cities should be to improve quality of life, and analytics is the foundation for those efforts. Her chapter is full of compelling and informative local government case studies.
Jeremy Racine has spent years evangelizing the use of prescriptive analytics, with positive patient outcomes as a top priority. He writes about how data and analytics offer unprecedented insight into skyrocketing healthcare costs and population health. This knowledge is key to unraveling the financial challenges and, more importantly, to combatting our most dire public health threats such as chronic disease, mental illness, and opioid abuse.
Opioid abuse is such a drastic problem, it warrants an entire chapter devoted to prescription drug abuse. As university faculty, a practitioner at Duke University Medical Center, and in 17 years at Pfizer Global Medial, Steve Kearney, PharmD, has seen every side of this issue. It’s not just a public health issue, and not just a problem for law enforcement. Steve’s helping agencies aid people in the throes of addiction, and put away those who profit illegally off the suffering of others.
David Kennedy has worked with criminal justice and public safety agencies for 12 years, helping them use data and analytics to manage cases, catch perpetrators, and keep citizens, and themselves, safe. But criminal justice challenges go well beyond getting bad guys off the streets. Prisons are overcrowded, recidivism rates are high, court systems are congested, and police–community relations are strained. David explains the role analytics can play.
Major General (Ret.) Jim Trogdon is a professional engineer with 30 years of experience in transportation, including five as chief operating officer at the North Carolina Department of Transportation. In January 2017 he was selected by Gov. Roy Cooper to lead that department. While we miss him at SAS, his expertise and leadership will be of even greater value to citizens of the Tar Heel State. He writes about getting people from point A to point B as safely and efficiently as possible with analytics. Oh, and I hope you’re ready for autonomous vehicles.
A 26-year veteran of state government, Carl Hammersburg was a professional fraud buster for Washington State. He led data sharing and analytics efforts that doubled audits and tripled outcomes, earning awards from two successive governors. Fraud is rampant in government and manifests in unexpected places, perpetrated by sophisticated networks and schemes. Yes, Carl paints a bleak picture, but gives us hope, too.
When Kay Meyer led the creation of North Carolina’s enterprise Government Data Analytics Center, she transformed the state’s analytic approach to criminal justice, fraud, waste, compliance, and more. Now, she travels the country helping government agencies transform their states and localities by launching centers of analytics. When data sources that have never been integrated suddenly start talking to each other, it’s amazing what can happen.
Our brave editor Marie Lowman has spent 20 years illuminating how technologies can help government agencies meet their goals. She gives this book the same treatment. Unable to resist the pull of public service, she served as an appointed commissioner for five years and is currently serving her second term as an elected councilmember.
Our country faces many problems. Literally, lives are at stake. Analytics can help, but its impact is intensified when used by people with a desire to make a difference. People like these authors. If you’re reading this book, you’re probably one of those people, too. I hope this book inspires you to consider ways to improve the lives of citizens through data and analytics. But, with or without software, we can all be a force for good.
Acknowledgments
We would like to thank all of those who made this book possible, including our families, friends, colleagues, and SAS who supported us as we wrote the book. Thanks also go to Michelle Jozwiak, who helped us with graphics for the book, and Trent Smith for his writing support. We would also like to thank John Wiley & Sons for publishing the book in the Wiley and SAS Business Series and for providing superb assistance to us during the copyedit and production of the book.
CHAPTER 1Introduction
Marie Lowman
The genius of big data is not only in the great number of new insights introduced, but even more in the new ideas for betterment these insights spawn. This paraphrase of Alexis de’Tocqueville’s nineteenth-century observation of our democracy is still applicable today. Our government is expected to act as an honorable steward of our information and tax dollars. Stewardship, the responsible and careful management of something entrusted in one’s care, demands that government demonstrate the effective and proper application of tax dollars to services and programs that provide the greatest benefit to its citizens.
Throughout my 21 years in the tech industry and eight-plus years serving in the public sector as an elected city council member and appointed commissioner, I have witnessed the increasing volume and velocity of data sources, and their overwhelming effect on government organizations—at times for the better, and at times, for the worse. The worse is when governments have no idea how to harness this data and use it for good. They make decisions with very little context, sometimes simply rendering a decision based on gut feelings alone. The better is when data is used as a catalyst to drive informed decision making, like the early identification of an at-risk child so a safe place can be provided for that child to stay while offering effective programs to support that child’s growth to achieve their potential.
At every point of intersection between government and people, data is created. This data is being generated at an unprecedented rate, from an unprecedented number of sources. Data comes in all shapes and sizes: from citizens, law enforcement communities, businesses, other government entities, hospitals, utilities, roads, courts, prisons, and so on. Collecting this voluminous data enables government entities to better serve its citizens. The rate of data generated and collected daily has long since eclipsed humans’ ability to analyze it, let alone identify and make use of relevant information. As governments confront the multitude of challenges around collecting and storing data, many are also grappling with how to extract meaningful insight from the data at their disposal.
Empowering government entities to collect meaningful data and then analyze and understand it in order to make better decisions is what I do for a living. It is a passion of mine. Governments must be able to separate the relevant from the insignificant, and the public from the confidential to ensure effectiveness and excellent stewardship. Analytics is the key to unlocking the true value hidden in this ever-growing data.
Committed government leaders dream of making their communities stronger, more economically viable, safer, and better places to live and work. For some, leveraging analytics is making this dream a reality. Changing the way government views information technology (IT) and analytics requires dedication and persistent engagement. To make the case for analytics—and convince government and citizens of the need to change traditional business models, share data, and update IT infrastructures—government leaders must be able to show tangible beneficial evidence. They must be able to explain exactly how and why investment in analytics can save money, improve lives, avoid unnecessary future costs, and enhance operational efficiency and compliance. Many states have proven that the proper application and use of analytics can make governing more effective—by strengthening fraud detection, enhancing child welfare services, and improving health outcomes. They have shown that by applying analytics strategically, citizen services can be delivered faster and more cost effectively. See the graphic in the appendix to this book, Holistic Citizen Insight.
With sophisticated analytics, government leaders can pinpoint the underlying value in all their data. By bringing data together in a unified fashion they can see connections across agencies to better serve citizens. They can get an eye-opening, big-picture view that crosses cultural and political boundaries. They can understand not just what happened in the past, but why it happened and what is likely to happen next. Government leaders can begin to see what they need to do to make it happen again (if it was positive) or to prevent it (if it was negative).
The following chapters touch on several areas of government where analytics can make, and are making, a significant impact in the way governments operate. We highlight how putting analytics in play offers decision makers a holistic view from which they can make sound decisions—from one’s childhood through their entire citizen lifecycle. Insights gleaned from early childhood into adulthood and from a broad range of government social and policy areas, offer a clearer picture of the many touch points government has with its citizens. This provides the ability to understand how our earliest encounters with a child can change trajectories and influence that child’s future. Analytics enables insight about the interaction and interrelatedness of government programs to provide clear guidance around effective program performance, efficient government operations, and improved citizen quality of life. The following pages will take you on a journey from the very beginning.
CHILD WELFARE
Our future begins with our children. We must protect, teach, and guide in an environment that will maximize every child’s potential. Every child deserves a safe environment in which to grow. In many instances of child abuse or neglect, information is available that could help identify high-risk situations before tragedies occur. Analytics enable a broader, more comprehensive understanding of a child. Having a holistic view of a child enables better decision making about that individual child, and can help ensure he/she receives the best available services and care.
Analytics in play allows a practitioner to go beyond traditional risk assessment tools by incorporating quantitative capabilities that can help improve child safety. Important child-related information can be continually monitored and updated, and automated alerts can notify overworked and overburdened caseworkers whenever established thresholds are breached so they can intervene promptly to help keep children safe.
Valuable, timely information provided to caseworkers and managers enables them to proactively improve other program outcomes as well. Analytic insight can reduce child-support delinquencies, increase collections, and more efficiently manage hundreds of thousands of cases every year. Gaining a holistic view of a child offers his/her caregivers and service providers the ability to truly assist the child in reaching his/her potential. The establishment of a safe environment to grow is the foundation from which a child will learn. Through analytics our education system is gleaning vast insight to ensure every child’s potential is realized.
EDUCATION
Public schools are not only the foundation for a thriving economy, they are paramount to developing our greatest resource—human capital. How can we ensure a sustainable future of economic vitality and competitiveness in the purview of today’s global society? Perhaps the most influential factor in the future of our economy is public education. Maintaining a globally competitive workforce begins in the classroom and educators must work creatively and effectively for impact. If our citizens and economies are to remain competitive, state leaders must implement policies and allocate resources to improve the effectiveness of the educational framework in public schools.
A successful education system flourishes in the harmonization of all factors that influence learning. Educators, environments, family backgrounds, health and other determinants all have a vital part to play in the success of a single student’s education.
Transforming our nation’s educational system requires accurate information to more precisely measure the impact of schools, programs, interventions, and teachers on student learning. Using data to understand both students’ and teachers’ strengths and weaknesses can guide implementing strategies that maximize the potential of both parties. The impact of this effort will lead our nation’s schools toward real education transformation, and ultimately help establish the necessary foundation to boost our nation’s economic prosperity. Like education, which lays the foundation for a vibrant economy, healthcare and the well-being of our citizens ensures their quality of life—but also represents one of the greatest challenges in terms of cost and service delivery.
HEALTHCARE
Analytics have become a vital underpinning to Medicaid managed care policy and program administration. In April 2016, the Centers for Medicare and Medicaid Services (CMS) released the first major update to Medicaid managed care in more than 10 years. A decade can bring about a lot of change. A unique opportunity for more comprehensive, advanced analytics for quality of care improvement, value-based care, program and fiscal integrity, and better management of the Medicaid managed care program is upon us. There are many factors contributing to the breakneck speed with which healthcare costs are rising. Using analytics to identify critical factors offers a mechanism for putting the right pressure on the brakes. Of significant concern is the rampant rise in opiate abuse. This epidemic is hampering first responders’ and healthcare providers’ ability to meet emergency demand, and is having a crippling fiscal impact.
PRESCRIPTION DRUG ABUSE
Opiate abuse is rising to unprecedented levels, and its abuse is not limited or contained by geographic boundaries. A combination of factors has contributed to the surge in heroin use, including economics (heroin is cheaper than many drugs), a crackdown on prescription painkillers and methamphetamine, and a lack of resources for intensive, effective treatment programs. The toll heroin takes on our communities is undeniable.
Financial costs for law enforcement and public safety agencies, social services programs, child welfare, and the healthcare system have skyrocketed in tandem with the increase in addiction—not just to heroin, but to many substances. Most importantly, the emotional and mental toll heroin takes on families and friends is devastating. Analytics can significantly enhance efforts related to identifying those most at risk for addiction by enabling early, effective intervention.
Introducing advanced analytics can help prescription drug monitoring programs improve upon their success by proactively identifying diversion via multiple provider episodes, inappropriate prescribing, and development of indicators to distinguish between individuals who are abusing prescription drugs and those who are criminally diverting them for profit. Addressing opiate abuse with effective intervention strategies can help alleviate the increased burden on law enforcement tasked with the protecting the public.
CRIMINAL JUSTICE AND PUBLIC SAFETY
Law enforcement personnel place their lives on the line every day to keep our communities safe, to protect and serve, and to safeguard the freedoms and liberties afforded by our country. They are tasked with making split-second decisions that can, and often do, have a profound impact on those involved and the public at large.
It is a challenging time for the U.S. criminal justice and public safety system. Prisons are overcrowded, recidivism rates are high, court systems are congested, and police–community relations are strained. Access to information coupled with real-time analyzed data must be available to those making the decisions. Forward-thinking policymakers and law enforcement personnel rely on data supported by analytics to help them make improvements to current processes based on today’s challenges, today’s data, and today’s best options. Criminal justice and public safety agencies can change outcomes and impact lives via the use of data and analytics.
SMART CITIES
A smart city is an ecosystem where technological solutions facilitate sustainable economic growth and resource efficiency, with the ultimate goal of improving the quality of life of all citizens.
Sensor data, combined with traditional data sources, benefit from technologies that offer real-time decision making, development of rapid analytical models, simulations, predictive analytics, and optimization. Analyzing this voluminous data enables cities to better serve their citizens by presenting the collected data in a highly understandable format for citizens. Traffic alerts, parking availability, retail water usage, and crime reporting are just a few of the many ways citizen intelligence is enhanced. A smart city effectively uses information and communications technology (ICT) to enhance its livability, workability, and sustainability.
TRANSPORTATION
Information and communications technology has strengthened the states’ Departments of Transportation’s ability to improve road safety, save money through better, more efficient decision making, and enhance the overall transportation network. A better understanding of where roads should be constructed while taking into consideration environmental features, improving the quality of the road itself, and implementing maintenance procedures at the right time in the right place have all contributed to bottom-line savings for transportation departments. With the introduction of sensor technology, autonomous and connected vehicles have the potential to transform personal mobility while generating vast quantities of data to significantly improve safety, improve transportation network performance, reduce congestion, improve freight flows, enhance transportation finance, and improve quality of life.
FRAUD, WASTE, AND ABUSE
All government programs are vulnerable to fraud, waste, and abuse. Government fraud is at an all-time high and growing rapidly. Industry research shows that all together, fraud, waste, and abuse represent about 10 percent of overall government program spending. It’s making budget deficits bigger—and forcing elected officials to close deficit gaps by either raising taxes or eliminating programs. Neither option is ideal. What if governments could minimize deficits by eliminating fraud, waste, and abuse? Forward-looking government leaders are already acting by implementing enterprise-level, state-of-the-art fraud detection programs designed to keep pace with increasingly sophisticated perpetrators.
There are several areas where combating fraud, waste, and abuse in government programs can reap big benefits. In the tax and revenue arena, analytics can help close the tax gap with more effective audits and investigations by predicting fraud and noncompliance, and finding suspicious activity quickly. Within workforce programs, analytics can assist with diagnosing the eligibility and legitimacy of claims in unemployment and workers’ comp programs—including employee misclassifications—by analyzing disparate sources of data. Looking at benefits program’s governments can save billions by moving beyond pay and chase for Medicare, Medicaid, SNAP, TANF, and so on. An integrated workflow offers the ability to analyze data from multiple sources to detect potential fraud in near real time across the entire government enterprise.
ESTABLISHING A CENTER OF ANALYTICS
Putting analytics in play across the entire government enterprise just may be the Holy Grail. Greater IT efficiency, better use of human capital, and smarter decision making are where we all win. The establishment of a center for analytics, that leverages all available data sources in the most efficient, cost-effective manner, is where we all can experience the rewards of great decision making. Analytics is the key to unlocking valuable insight.
A unique aspect of government is that really, at the end of the day, it does what all private entities do—combined. Governments perform banking and financing functions, economic development functions, travel and tourism functions, service delivery, healthcare, the list goes on. For government, there are lessons to be learned and best practices from which to capitalize with the rapid adoption of analytics in the private sector.
On a daily basis I engage in fascinating conversations with my colleagues, most of whom have dedicated some part of their careers to working in the public sector as practitioners of their respective fields. Their collective knowledge is not only inspiring, but a treasure trove for those who have found the key and are able to unlock it. This book is meant to be that key, unlocking a wealth of domain expertise, practical application, knowledge, and experience. It is my goal that this book will serve as a guide for policymakers, legislators, staffers, government leaders, government employees, and, perhaps most importantly, citizens, to better understand how putting analytics at the forefront of the decision-making process can enable us all to not only know better, but to do better.
Throughout the following pages you’ll find we’ve pulled together some of our favorite best practices that showcase the role analytics plays in better decision making. This compilation is not meant to be exhaustive—we are just getting started! These chapters provide in-depth discussions of the issues at hand, explore the ways analytics can help address those issues, and have real-world examples of how government entities are embracing analytics and doing better as a result—a result where we all win.
To apply Maya Angelou’s popular adage to our topic at hand, when governments know better, they can do better. Better policymaking occurs, more effective legislation is enacted, targeted programs and services are appropriately directed to those who most need the assistance, and we can sleep well knowing our taxpayer dollars are being utilized to their fullest potential.
PROFILE
Marie Lowman is a Principal Industry Consultant—Government at SAS Institute. For over 21 years, Lowman has overseen SAS’s commitment to helping government organizations provide high-quality services to their constituents, while maximizing resources and budgets. Ms. Lowman served for more than 5 years as an appointed planning and zoning commissioner and currently serves as an elected council member for the city of Bee Cave, Texas. She holds a BS and an MS from Indiana University and an MBA from Meredith College.
CHAPTER 2Child Well-Being
Will Jones
