Analysis of US Federal Spending Using SAS. Data Decoders

Size: px
Start display at page:

Download "Analysis of US Federal Spending Using SAS. Data Decoders"

Transcription

1 Data Decoders 0

2 Table of Contents 1. Introduction: Data: Problem: Data cleaning/validation: Analysis: Contracts How are small disadvantaged businesses performing in Simplified Acquisition Procedures (SAP) contracts? Proximity to Pentagon Self-Certified & SBA-Certified Vs. Women Owned Business Medicaid Program Democratic States vs Republican States Student Loan Distribution Can we go beyond Cohort Default Rates? Conclusion Appendix Visualizations References

3 1. Introduction: US federal budget is the world s biggest budget program, the money is channelled by the Fed in terms of grants, contracts, loans and other financial assistance. Fed has spent $3.8 Trillion dollars for the FY SAS was used to analyse the budgetary spending contained in the consortium datasets with the goal to address some of the well-known programs such as student loan, healthcare spending and so on in our project. Student loans, which stands at $1.2 trillion dollars today and is mounting rapidly, is one of the biggest challenges that the young American are facing now. Healthcare programs in the US, specifically the fed supported healthcare program, has been the subject of debate for a long time now. The minority and women owned small businesses are adding jobs and contributing to the recovering American economy, how are they being supported by the Fed? 2. Data: The data given were reported by federal agencies channelling funds through contracts, grants, loans and other financial assistance. This was provided by SAS in the HDFS environment. We accessed data using SAS Studio utilizing SAS s ability to interact with Hadoop file system. In addition to this to support our analysis we used U.S congress data for each state. [1] 3. Problem: The problems that have been addressed in this project are: How were the disadvantaged businesses supported by the Fed when allotting the contracts in FY 2015? How are Republicans and Democratic states performing in the Medicaid expansion programs? What are the patterns in student loans? 4. Data cleaning/validation: Initial explorative analysis of the data provided by SAS showed that the data in hand was for FY till the month of September. Out of 6 datasets provided by SAS under USA spending category we chose Loans, Grants and Contracts for the purpose of this analysis. In the grants dataset, variables linked to details of the agencies, geographic location of these agencies and aggregate of grant amount were corrected before analysis.[2] 2

4 External data was brought in to support the loans and grants dataset, and the data with individual school s three year cohort default rates published by Education Department was used along with the loans dataset. 5. Analysis: 5.1 Contracts Federal agencies have given out $173.2 Billion dollars in contracts last financial year 2015 till the month of August, of this about 62% of contracts were for Department Of Defence amounting $96 Billion dollars (Appendix 1). All the companies that had contracts worth more than $1 Billion were manufacturing companies mostly aircraft manufacturers. Lockheed Martin Corporation with $12.7 Billion dollars (refer the appendix for the top 10 vendors Appendix 1Appendix 2) is the most successful bidder, of this contracts 80% ($10.6 Billion US dollars) for Lockheed Martin Corporation has been given out in NOT COMPETED category. The frontrunner in the Full Open Competition category is healthcare giant McKesson Corporation with contracts worth $3.2 Billion dollars operating from San Francisco, California (Appendix 5 Appendix 6) 5.2 How are small disadvantaged businesses performing in Simplified Acquisition Procedures (SAP) contracts? One of the primary benefits of SAP contracts is to promote small business (FAR (b)(1);19.202), which falls under the categories a) Small Disadvantaged Business b) Women Owned Small Business c) HUB zone small business d) Service-Disabled Veteran-Owned small business e) Veteran-Owned small business. A total unique vendors fall under this category and these disadvantaged businesses have successfully bid for contracts worth $20 Billion dollars in total. In this $20 Billion dollars only 10.5% ($2.1 Billion dollars) are from SAP contracts with $1.5 Billion from contracts competed under SAP and $572 Million dollars from contracts not competed under SAP (Appendix 7 Appendix 8 Appendix 9). These disadvantaged businesses have in fact successfully bid 75% ($15.5 Billion dollars) of all their contracts in the Full Open Competition category. 5.3 Proximity to Pentagon Vendor location is likely playing an important role in getting the contracts. The vendors located in the state of Virginia alone have successfully bid 15% ($26.5 Billion dollars) and vendors in states Maryland, Connecticut and Massachusetts together are having another 15% ($26.6 Billion dollars) of all the contracts. This is then followed by more populous states like California and Texas, the vendors located in each of these states are having contracts worth 13% ($22.9 Billion dollars) and 9% ($16.9 Billion dollars) respectively (Appendix 10). 3

5 This holds true even for the disadvantaged businesses, where in the vendors in the states of Virginia and Maryland have successfully bid for contracts worth $5.1 Billion dollars and $2.5 Billion dollars respectively. In contrast California and Texas vendors have only contracts worth $1.2 Billion and $1.1 Billion dollars respectively (Appendix 11). 5.4 Self-Certified & SBA-Certified Vs. Women Owned Business Post October 3, 2008 any business can self-represent their status as Small Disadvantaged Business, if they meet the eligibility and there is no need for certification by Small Business Administration (SBA). The SBA still certifies the businesses falling under the category Women-owned Small Business, Self- Disabled Veteran-Owned Small Business and HUB Zone Program. The self-certified disadvantaged business and SBA-certified disadvantaged business together are valued at $13.8 Billion dollars of contracts. The Women-owned Small Business, Self-Disabled Veteran-Owned Small Business and HUB Zone Program together are valued at $6.9 Billion dollars of contracts, of this $6.7 Billion dollars is women-owned small business alone. This means that women-owned business has contracts worth 33.33% of disadvantaged businesses. Sierra Nevada Corporation a women-owned business with contracts worth $ million dollars is the most successful bidder. 5.5 Medicaid Program Federal government spent $3.8 trillion dollars in FY 2015 out of which 27% was spent in Health sector. Out of $ 610 Billion dollars federal funding through grants, more than 50% of the amount is used for the medical assistance program known as Medicaid. Medicaid is the largest health insurance program in United States covering nearly 71 million people, including low income individuals, people with disabilities and children. For FY 16 medicaid program is expected to have an outlays of $351 Billion dollars. Outlays for Medicaid rose by $49 Billion. Figure 1 Federal Funds through grants for FY 15 This project discusses how federal funding for medicaid spending is allocated for different states, trends in the number of people enrolling under medicaid program, the impact of recent provisions of Affordable Care Act (ACA) such as Medicaid Enrollment Expansion, political influence in getting states to accept Medicaid Expansion. Figure 1 indicates that about $325 Billion dollars of grants were sanctioned by federal government through Centres for Medicare & Medicaid Services agency under medical assistance program in FY 15. That constitutes 52% of total funding through federal grants. 4

6 Figure 3 represents medicaid spending through Federal grants spent in different states during FY It varies because of different state policies. Democratic states Calfornia, New Mexico and Oregon received 33% of total federal funding, amounting to $110 Billion because these states accepted medicaid expansion program. Figure 2 Enrolment rates and Medicaid spending for expansion & non-expansion states USA in FY 15 is varying among expansion and non-expansion states Democratic States vs Republican States Figure 3 Medicaid Expansion Program (States which accepted Medicaid expansion indicated as Y) Medicaid expansion includes adults younger than 65 years with annual income of 138% poverty line or less, while previously it was 45% or less. Enrollment varies by state because of factors like poverty rates, federal minimums etc, as this is a state administered program. But overall enrollment has been on the rise especially because of the ACA coverage expansions. In FY 2015 medicaid enrollment increased by an average of 13.8%, we can see how the enrollment As of Oct million nonelderly people lack health coverage. Of them more than 25% (8 million) are eligible either through Medicaid Adult/CHIP. In states which accepted medicaid expansion, nearly 38% of uninsured people are eligible for insurance under medicaid whereas only 13% are eligible for insurance in those states which rejected medicaid expansion. This percentage is particularly higher in Republican states which recently accepted medicaid expansion program. But comparitively a greater number of adults in non-expansion states can receive market place tax credits(27% vs 17%). More than 25% of uninsured people are in the states of Texas, Florida and Georgia which rejected medicaid expansion and whose current legislature FY 15 is Republican. Infact only 12 out of 31 5

7 Republican states accepted medicaid expansion, whereas all Democratic states are implementing Obama Care. This probabily is one of the reasons for lower percentage of people being covered under medicaid especially in the central and south east regions. (Appendix 12). 5.6 Student Loan Distribution The mounting student debts is one of the biggest financial problem the younger American generation are facing, which amounts to 1.3 trillion USD that is 85% of all the loans (Appendix 13). Surprisingly the student loans are not uniformly distributed among the states (Appendix 14). We expect the states like California and Texas will have the major chunk of these loans taking their population into account, but Arizona with a population of only 6.7 million accounts for 18% followed by Minnesota with a population of 5.4 million accounting for 12% of all student loans. The more interesting fact here is that a single county Maricopa (Appendix 15) in the state of Arizona accounts for 14% of all the federal student loans granted amounting to $195.8 Billion dollars. The average employment and household income of this county is well below the national average. One of the exciting thing about this county is it has been a Republican stronghold for long time, including the Republican presidential nominee 2008 John McCain belonging to this state. The two schools Grand Canyon University and University of Phoenix from this county account to $165 Billion dollars of student loans (Appendix 16). 5.7 Can we go beyond Cohort Default Rates? The student loan forgiveness is one of the biggest fed wastages, when checked for the most number of transactions (Appendix 17), we can find for-profit organizations like Corinthian Colleges, Heald Colleges LLC and Argosy Education Group which have charges of fraud against them have the most frequency. The current system of using only the Cohort Default Rate by the Fed to grant student loans is not sufficient to avoid such wastages. We need to check for more similar trends among the universities that default to avoid such frauds and wastages. 6.0 Conclusion 1. Doing business with Uncle Sam is not easy unless you are a defense equipment manufacturer, but definitely as an business closer to white house and pentagon helps even in the shrinking world. 2. The small disadvantaged business is performing better in the full and open competition contracts than SAP based contracts, so it is safe to say that they are on par in terms of competiveness with other similar business that has no disadvantage. Figure 4 Contracts across the US states 6

8 3. Post October 3, 2008 any business can self-represent their status as Small Disadvantaged Business, if they meet the eligibility and there is no need for certification by SBA. This has made the process easier for disadvantaged business and this new system is helping them, as both Small Business Administration Certified (SBA) certified business and selfcertified are at par in terms of contract value (Figure 5). Figure 5 Self-Certified Vs. SBA- Certified Businesses 4. The women-owned business is doing well, when compared to the other socially and economically presumed groups (Figure 6). 5. Obama care has been succesful in providing health insurance to a majority of people, yet there are many uninsured people in Republican states that didn t accept medicaid expansion program (20 states). Though Federal government will be funding 97% of total new costs, some states are declining it because of other political factors and are potentially missing out huge funds from federal government (appx. $360b from ). Figure 6 Women-Owned Business Vs. Others 7

9 7.0 Appendix 7.1 Visualizations Appendix 1 Contracts in different Agencies Top Vendors with Contracts Over 1 Billion USD Total Funds Vendor Name 12,770,000, lockheed martin corporation 4,519,800, electric boat corporation 4,439,400, raytheon company 3,294,500, boeing company, the 2,152,900, sikorsky aircraft corporation 1,750,200, united technologies corporation 1,689,900, northrop grumman systems corporation 1,668,200, humana military healthcare services, inc. 1,525,500, bechtel marine propulsion corporation 1,513,800, bell boeing joint project office Appendix 2 Top Vendors with contracts over 1 Billion Dollars 8

10 Appendix 3 Contracts granted for different competition categories Appendix 4 Extent Competed for Contracts by different agencies 9

11 Vendors with Contracts Over 1 Billion USD in Full and Open Competition Vendor name Total Funds mckesson corporation 3,225,500, lockheed martin corporation 2,904,400, bechtel marine propulsion 2,622,000, corporation sandia corp 2,303,500, los alamos national security limited 1,949,000, liability company humana military healthcare 1,668,200, services, inc. consolidated nuclear security llc 1,658,000, lawrence livermore national security 1,342,100, limited liability company ut battelle limited liability company 1,090,600, health net federal services, llc 1,058,400, the boeing company 1,030,500, unitedhealth military & veterans 1,026,200, services, llc Appendix 5 Top Vendors in Full and Open Competition Category with contracts over 1 Billion Dollars Vendors with Contracts Over 1 Billion USD in Not Competed Category Vendor Name Total Funds lockheed martin corporation 10,630,000, electric boat corporation 4,511,100, raytheon company 3,694,200, boeing company, the 2,183,900, sikorsky aircraft corporation 1,938,700, united technologies corporation 1,678,500, bell boeing joint project office 1,518,400, huntington ingalls incorporated 1,030,700, Appendix 6 Top Vendors in Not Competed Category with contracts over 1 Billion Dollars 10

12 Appendix 7 Disadvantaged Business in Extent Competed Appendix 8 SAP contracts Full and Open Competition in disadvantaged business 11

13 Appendix 9 SAP contracts not competed in disadvantaged business Appendix 10 US geographic MAP contracts granted for different states 12

14 Appendix 11 US geographic MAP contracts granted for disadvantaged business across different states Appendix 12 Total number of uninsured people in USA 13

15 Appendix 13 Federal Loans by Sector Appendix 14 Student loan by States 14

16 County Breakdown Appendix 15 County breakdown Maricopa County Recipients Appendix 16 Maricopa County Colleges 15

17 Appendix 17 Recipients by Number of Transactions 8.0 References

Grants 101: An Introduction to Federal Grants for State and Local Governments

Grants 101: An Introduction to Federal Grants for State and Local Governments Grants 101: An Introduction to Federal Grants for State and Local Governments Introduction FFIS has been in the federal grant reporting business for a long time about 30 years. The main thing we ve learned

More information

Federal Funding for Health Insurance Exchanges

Federal Funding for Health Insurance Exchanges Federal Funding for Health Insurance Exchanges Annie L. Mach Analyst in Health Care Financing C. Stephen Redhead Specialist in Health Policy June 11, 2014 Congressional Research Service 7-5700 www.crs.gov

More information

Issue Brief February 2015 Affordable Care Act Funding:

Issue Brief February 2015 Affordable Care Act Funding: CENTER FOR HEALTHCARE RESEARCH & TRANSFORMATION Issue Brief February 2015 Affordable Care Act Funding: An Analysis of Grant Programs under Health Care Reform FY2010- The Patient Protection and Affordable

More information

As part of the Patient Protection and Affordable Care Act

As part of the Patient Protection and Affordable Care Act CENTER FOR HEALTHCARE RESEARCH & TRANSFORMATION Issue Brief February 2016 Affordable Care Act Funding: An Analysis of Grant Programs under Health Care Reform FY2010-FY2015 Spending Provisions...2 Spending

More information

Affordable Care Act Funding: An Analysis of Grant Programs under Health Care Reform

Affordable Care Act Funding: An Analysis of Grant Programs under Health Care Reform CENTER FOR HEALTHCARE RESEARCH & TRANSFORMATION Affordable Care Act Funding: An Analysis of Grant Programs under Health Care Reform Issue Brief September 2012 The Patient Protection and Affordable Care

More information

Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017

Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017 Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017 State Applications Can be Submitted Online at the State Level 1 < 25% 25% -

More information

TENNESSEE TEXAS UTAH VERMONT VIRGINIA WASHINGTON WEST VIRGINIA WISCONSIN WYOMING ALABAMA ALASKA ARIZONA ARKANSAS

TENNESSEE TEXAS UTAH VERMONT VIRGINIA WASHINGTON WEST VIRGINIA WISCONSIN WYOMING ALABAMA ALASKA ARIZONA ARKANSAS ALABAMA ALASKA ARIZONA ARKANSAS CALIFORNIA COLORADO CONNECTICUT DELAWARE DISTRICT OF COLUMBIA FLORIDA GEORGIA GUAM MISSOURI MONTANA NEBRASKA NEVADA NEW HAMPSHIRE NEW JERSEY NEW MEXICO NEW YORK NORTH CAROLINA

More information

7 Financial Institutions made an estimated USD$ 18,555 million available to 20 nuclear weapon producing companies since January 2014.

7 Financial Institutions made an estimated USD$ 18,555 million available to 20 nuclear weapon producing companies since January 2014. Japan 7 Financial Institutions made an estimated USD$ 18,555 million available to 20 nuclear weapon producing companies since January 2014. Introduction This document contains country specific information

More information

Figure 10: Total State Spending Growth, ,

Figure 10: Total State Spending Growth, , 26 Reason Foundation Part 3 Spending As with state revenue, there are various ways to look at state spending. Total state expenditures, obviously, encompass every dollar spent by state government, irrespective

More information

FOOD STAMP PROGRAM STATE ACTIVITY REPORT

FOOD STAMP PROGRAM STATE ACTIVITY REPORT FOOD STAMP PROGRAM ACTIVITY REPORT Federal Fiscal Year 2004 Food Stamps Make America Stronger United States Department of Agriculture Food and Nutrition Service Program Accountability Division February

More information

Ready to Profit: Corporate Beneficiaries of Congressional Add-Ons to 1. the FY 2018 Pentagon Budget

Ready to Profit: Corporate Beneficiaries of Congressional Add-Ons to 1. the FY 2018 Pentagon Budget Ready to Profit: Corporate Beneficiaries of Congressional Add-Ons to 1 the FY 2018 Pentagon Budget William Hartung and Ari Rickman Arms and Security Project Center for International Policy May 2018 Introduction

More information

Percent of Population Under Age 65 Uninsured, 2013, 2014, and 2015

Percent of Population Under Age 65 Uninsured, 2013, 2014, and 2015 Exhiit 1 Percent of Population Under Age 65 Uninsured, 13, 14, and 15 13 14 15

More information

Table 6 Medicaid Eligibility Systems for Children, Pregnant Women, Parents, and Expansion Adults, January Share of Determinations

Table 6 Medicaid Eligibility Systems for Children, Pregnant Women, Parents, and Expansion Adults, January Share of Determinations Table 6 Medicaid Eligibility Systems for Children, Pregnant Women, Parents, and Expansion Adults, January 2017 Able to Make Share of Determinations System determines eligibility for: 2 State Real-Time

More information

Fiscal Research Center

Fiscal Research Center January 2018 Georgia s Rankings Among the States: Budget, Taxes and Other Indicators ABOUT THE FISCAL RESEARCH CENTER Established in 1995, the (FRC) provides nonpartisan research, technical assistance

More information

Colorado River Basin. Source: U.S. Department of the Interior, Bureau of Reclamation

Colorado River Basin. Source: U.S. Department of the Interior, Bureau of Reclamation The Colorado River supports a quarter million jobs and produces $26 billion in economic output from recreational activities alone, drawing revenue from the 5.36 million adults who use the Colorado River

More information

Navigating the Vast and Diverse Environment of State and Local Contracting

Navigating the Vast and Diverse Environment of State and Local Contracting Navigating the Vast and Diverse Environment of State and Local Contracting Breakout Session #: B04 Zelalem Alemayehu, CFCM Virginia Dawson Regina Samuels, CSCM Sheila Wright, JD, CPCM, PMP Date: Monday,

More information

Improving Care for Dual Eligibles through Health IT

Improving Care for Dual Eligibles through Health IT Los Angeles, October 31, 2012 Presentation Improving Care for Dual Eligibles through Health IT The National Dual Eligibles Summit Duals Market is sizable Medicare and Medicaid Populations Medicaid Total

More information

Fiscal Research Center

Fiscal Research Center January 2017 Georgia s Rankings Among the States: Budget, Taxes and Other Indicators ABOUT THE FISCAL RESEARCH CENTER Established in 1995, the (FRC) provides nonpartisan research, technical assistance

More information

Rankings of the States 2017 and Estimates of School Statistics 2018

Rankings of the States 2017 and Estimates of School Statistics 2018 Rankings of the States 2017 and Estimates of School Statistics 2018 NEA RESEARCH April 2018 Reproduction: No part of this report may be reproduced in any form without permission from NEA Research, except

More information

Fiscal Research Center

Fiscal Research Center January 2016 Georgia s Rankings Among the States: Budget, Taxes and Other Indicators ABOUT THE FISCAL RESEARCH CENTER Established in 1995, the (FRC) provides nonpartisan research, technical assistance

More information

Department of Defense

Department of Defense 5 Department of Defense Joanne Padrón Carney American Association for the Advancement of Science HIGHLIGHTS For the first time in recent years, the Department of Defense (DOD) R&D budget would decline,

More information

November 24, First Street NE, Suite 510 Washington, DC 20002

November 24, First Street NE, Suite 510 Washington, DC 20002 820 First Street NE, Suite 510 Washington, DC 20002 Tel: 202-408-1080 Fax: 202-408-1056 center@cbpp.org www.cbpp.org November 24, 2008 TANF BENEFITS ARE LOW AND HAVE NOT KEPT PACE WITH INFLATION But Most

More information

How North Carolina Compares

How North Carolina Compares How North Carolina Compares A Compendium of State Statistics January 2013 Prepared by the N.C. General Assembly Program Evaluation Division Program Evaluation Division North Carolina General Assembly Legislative

More information

Use of Medicaid MCO Capitation by State Projections for 2016

Use of Medicaid MCO Capitation by State Projections for 2016 Use of Medicaid MCO Capitation by State Projections for 5 Slide Series September, 2015 Summary of Findings This edition projects Medicaid spending in each state and the percentage of spending paid via

More information

Supplemental Nutrition Assistance Program. STATE ACTIVITY REPORT Fiscal Year 2016

Supplemental Nutrition Assistance Program. STATE ACTIVITY REPORT Fiscal Year 2016 Supplemental Nutrition Assistance Program ACTIVITY REPORT Fiscal Year 2016 Food and Nutrition Service Supplemental Nutrition Assistance Program Program Accountability and Administration Division September

More information

Index of religiosity, by state

Index of religiosity, by state Index of religiosity, by state Low Medium High Total United States 19 26 55=100 Alabama 7 16 77 Alaska 28 27 45 Arizona 21 26 53 Arkansas 12 19 70 California 24 27 49 Colorado 24 29 47 Connecticut 25 32

More information

Health Resources & Services Administration and the Affordable Care Act: Strategies for Increasing Provider Capacity & Retention

Health Resources & Services Administration and the Affordable Care Act: Strategies for Increasing Provider Capacity & Retention Health Resources & Services Administration and the Affordable Care Act: Strategies for Increasing Provider Capacity & Retention Hal Zawacki, San Francisco Regional Office Health Resources and Services

More information

2014 ACEP URGENT CARE POLL RESULTS

2014 ACEP URGENT CARE POLL RESULTS 2014 ACEP URGENT CARE POLL RESULTS PREPARED FOR: PREPARED BY: 2014 Marketing General Incorporated 625 North Washington Street, Suite 450 Alexandria, VA 22314 800.644.6646 toll free 703.739.1000 telephone

More information

HOME HEALTH AIDE TRAINING REQUIREMENTS, DECEMBER 2016

HOME HEALTH AIDE TRAINING REQUIREMENTS, DECEMBER 2016 BACKGROUND HOME HEALTH AIDE TRAINING REQUIREMENTS, DECEMBER 2016 Federal legislation (42 CFR 484.36) requires that Medicare-certified home health agencies employ home health aides who are trained and evaluated

More information

3+ 3+ N = 155, 442 3+ R 2 =.32 < < < 3+ N = 149, 685 3+ R 2 =.27 < < < 3+ N = 99, 752 3+ R 2 =.4 < < < 3+ N = 98, 887 3+ R 2 =.6 < < < 3+ N = 52, 624 3+ R 2 =.28 < < < 3+ N = 36, 281 3+ R 2 =.5 < < < 7+

More information

ON THE ECONOMIC, BUSINESS AND POLITICAL CLIMATE

ON THE ECONOMIC, BUSINESS AND POLITICAL CLIMATE ON THE ECONOMIC, BUSINESS AND POLITICAL CLIMATE Roger Tutterow, Ph.D. Coles College of Business Kennesaw State University rtuttero@kennesaw.edu 2017 Spring Workshop May 25, 2017 Buford, GA Expansion Getting

More information

Maine s Economic Outlook: 2009 and Beyond

Maine s Economic Outlook: 2009 and Beyond Maine s Economic Outlook: 2009 and Beyond January 2009 James Breece, Ph.D. University of Maine System Outline 1. External Economic Drivers 2. Current Conditions 3. Economic Projections 4. Long-term Trends

More information

Table 1 Elementary and Secondary Education. (in millions)

Table 1 Elementary and Secondary Education. (in millions) Revised February 22, 2005 WHERE WOULD THE CUTS BE MADE UNDER THE PRESIDENT S BUDGET? Data Table 1 Elementary and Secondary Education Includes Education for the Disadvantaged, Impact Aid, School Improvement

More information

Introduction. Current Law Distribution of Funds. MEMORANDUM May 8, Subject:

Introduction. Current Law Distribution of Funds. MEMORANDUM May 8, Subject: MEMORANDUM May 8, 2018 Subject: TANF Family Assistance Grant Allocations Under the Ways and Means Committee (Majority) Proposal From: Gene Falk, Specialist in Social Policy, gfalk@crs.loc.gov, 7-7344 Jameson

More information

Statutory change to name availability standard. Jurisdiction. Date: April 8, [Statutory change to name availability standard] [April 8, 2015]

Statutory change to name availability standard. Jurisdiction. Date: April 8, [Statutory change to name availability standard] [April 8, 2015] Topic: Question by: : Statutory change to name availability standard Michael Powell Texas Date: April 8, 2015 Manitoba Corporations Canada Alabama Alaska Arizona Arkansas California Colorado Connecticut

More information

WikiLeaks Document Release

WikiLeaks Document Release WikiLeaks Document Release February 2, 2009 Congressional Research Service Report 98-968 The Hill-Burton Uncompensated Services Program Barbara English, Knowledge Services Group May 9, 2006 Abstract. The

More information

Weatherization Assistance Program PY 2013 Funding Survey

Weatherization Assistance Program PY 2013 Funding Survey Weatherization Assistance Program PY 2013 Summary Summary............................................................................................... 1 Background............................................................................................

More information

State Purchasing Fees

State Purchasing Fees hasing Fees 6.1 Central Purchasing is funded through: 6.2 Does the state office charge state agencies for services provided by the central procurement office? 6.3 What value-added services (other than

More information

INFOBRIEF SRS TOP R&D-PERFORMING STATES DISPLAY DIVERSE R&D PATTERNS IN 2000

INFOBRIEF SRS TOP R&D-PERFORMING STATES DISPLAY DIVERSE R&D PATTERNS IN 2000 INFOBRIEF SRS Science Resources Statistics National Science Foundation NSF 03-303 Directorate for Social, Behavioral, and Economic Sciences November 2002 TOP R&D-PERFORMING STATES DISPLAY DIVERSE R&D PATTERNS

More information

Annex A: State Level Analysis: Selection of Indicators, Frontier Estimation, Setting of Xmin, Xp, and Yp Values, and Data Sources

Annex A: State Level Analysis: Selection of Indicators, Frontier Estimation, Setting of Xmin, Xp, and Yp Values, and Data Sources Annex A: State Level Analysis: Selection of Indicators, Frontier Estimation, Setting of Xmin, Xp, and Yp Values, and Data Sources Right to Food: Whereas in the international assessment the percentage of

More information

The Regional Economic Outlook

The Regional Economic Outlook The Regional Economic Outlook Presented by: Mark McMullen, Director of Government Svcs Prepared for: FTA Revenue Estimating Conference September 15, 2008 Recent Economic Performance 2 1 The Job Market

More information

Implications of Changing FAFSA Deadline and Distribution of Financial Aid Awards

Implications of Changing FAFSA Deadline and Distribution of Financial Aid Awards Implications of Changing FAFSA Deadline and Distribution of Financial Aid Awards December 2015 2015 JCR p. 121 MARYLAND HIGHER EDUCATION COMMISSION 6 N. Liberty Street, 10 th Floor, Baltimore, MD 21201

More information

USDA Farm to School Program FY 2013 FY 2017 Summary of Grant Awards

USDA Farm to School Program FY 2013 FY 2017 Summary of Grant Awards USDA Farm to School Program FY 2013 FY 2017 Summary of Grant Awards ABOUT THIS REPORT This report summarizes findings from an analysis of select data from the 365 farm to school projects funded by USDA

More information

Food Stamp Program State Options Report

Food Stamp Program State Options Report United States Department of Agriculture Food and Nutrition Service Fourth Edition Food Stamp Program State s Report September 2004 vember 2002 Program Development Division Program Design Branch Food Stamp

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by February 2018 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 Hawaii 2.1 19 Alabama 3.7 33 Ohio 4.5 2 New Hampshire 2.6 19 Missouri 3.7 33 Rhode Island 4.5

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by November 2015 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 North Dakota 2.7 19 Indiana 4.4 37 Georgia 5.6 2 Nebraska 2.9 20 Ohio 4.5 37 Tennessee 5.6

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by April 2017 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 Colorado 2.3 17 Virginia 3.8 37 California 4.8 2 Hawaii 2.7 20 Massachusetts 3.9 37 West Virginia

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by August 2017 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 North Dakota 2.3 18 Maryland 3.9 36 New York 4.8 2 Colorado 2.4 18 Michigan 3.9 38 Delaware 4.9

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by March 2016 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 South Dakota 2.5 19 Delaware 4.4 37 Georgia 5.5 2 New Hampshire 2.6 19 Massachusetts 4.4 37 North

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by September 2017 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 North Dakota 2.4 17 Indiana 3.8 36 New Jersey 4.7 2 Colorado 2.5 17 Kansas 3.8 38 Pennsylvania

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by December 2017 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 Hawaii 2.0 16 South Dakota 3.5 37 Connecticut 4.6 2 New Hampshire 2.6 20 Arkansas 3.7 37 Delaware

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by September 2015 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 North Dakota 2.8 17 Oklahoma 4.4 37 South Carolina 5.7 2 Nebraska 2.9 20 Indiana 4.5 37 Tennessee

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by November 2014 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 North Dakota 2.7 19 Pennsylvania 5.1 35 New Mexico 6.4 2 Nebraska 3.1 20 Wisconsin 5.2 38 Connecticut

More information

Unemployment Rate (%) Rank State. Unemployment

Unemployment Rate (%) Rank State. Unemployment States Ranked by July 2018 Unemployment Rate Seasonally Adjusted Unemployment Unemployment Unemployment 1 Hawaii 2.1 19 Massachusetts 3.6 37 Kentucky 4.3 2 Iowa 2.6 19 South Carolina 3.6 37 Maryland 4.3

More information

Child & Adult Care Food Program: Participation Trends 2017

Child & Adult Care Food Program: Participation Trends 2017 Child & Adult Care Food Program: Participation Trends 2017 February 2018 About FRAC The Food Research and Action Center (FRAC) is the leading national organization working for more effective public and

More information

Food Stamp Program State Options Report

Food Stamp Program State Options Report United States Department of Agriculture Food and Nutrition Service Fifth Edition Food Stamp Program State s Report August 2005 vember 2002 Program Development Division Food Stamp Program State s Report

More information

N A S S G A P Academic Year. 43rd Annual Survey Report on State-Sponsored Student Financial Aid

N A S S G A P Academic Year. 43rd Annual Survey Report on State-Sponsored Student Financial Aid N A S 43rd Annual Survey Report on State-Sponsored Student Financial Aid 2011-2012 Academic Year National Association of State Student Grant and Aid Programs S G A P About NASSGAP and this Report The National

More information

THOMAS USAF S SPECIAL REPORT HIGHLIGHTING THE NURSING HOME INDUSTRY

THOMAS USAF S SPECIAL REPORT HIGHLIGHTING THE NURSING HOME INDUSTRY THOMAS USAF S SPECIAL REPORT HIGHLIGHTING THE NURSING HOME INDUSTRY September 12, 2013 THOMAS USAF The USDA & SBA Health Care Experts When you think Health Care, think Thomas USAF Group, LLC! Over the

More information

Great Decisions Paying for U.S. global engagement and the military. Aaron Karp, 13 January 2018

Great Decisions Paying for U.S. global engagement and the military. Aaron Karp, 13 January 2018 Great Decisions 2018 Paying for U.S. global engagement and the military Aaron Karp, 13 January 2018 I. Funding America s four militaries not as equal as they look Times Square Strategy wears a dollar sign*

More information

PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, ;

PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, ; PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, 585.327.7075; jstefko@cgr.org Highest Paid State Workers in New Jersey & New York in 2010; Lowest Paid in Dakotas and West Virginia

More information

How North Carolina Compares

How North Carolina Compares How North Carolina Compares A Compendium of State Statistics March 2017 Prepared by the N.C. General Assembly Program Evaluation Division Preface The Program Evaluation Division of the North Carolina General

More information

STATE ENTREPRENEURSHIP INDEX

STATE ENTREPRENEURSHIP INDEX University of Nebraska - Lincoln DigitalCommons@University of Nebraska - Lincoln Business in Nebraska Bureau of Business Research 12-2013 STATE ENTREPRENEURSHIP INDEX Eric Thompson University of Nebraska-Lincoln,

More information

2016 INCOME EARNED BY STATE INFORMATION

2016 INCOME EARNED BY STATE INFORMATION BY STATE INFORMATION This information is being provided to assist in your 2016 tax preparations. The information is also mailed to applicable Columbia fund non-corporate shareholders with their year-end

More information

CAPITOL RESEARCH. Federal Funding for State Employment and Training Programs Covered by the Workforce Innovation and Opportunity Act EDUCATION POLICY

CAPITOL RESEARCH. Federal Funding for State Employment and Training Programs Covered by the Workforce Innovation and Opportunity Act EDUCATION POLICY THE COUNCIL OF STATE GOVERNMENTS CAPITOL RESEARCH APRIL 2017 EDUCATION POLICY Federal Funding for State Employment and Training Programs Covered by the Workforce Innovation and Opportunity Act The Workforce

More information

Hospital Financial Analysis

Hospital Financial Analysis Hospital Financial Analysis By David Belk MD The following information is derived mostly from data obtained from three primary sources: The Centers for Medicare and Medicaid Services (CMS) including Medicare

More information

FINANCING BRIEF. Implementation of Health Reform for Children s Mental Health HEALTH REFORM PROVISIONS EXPLORED

FINANCING BRIEF. Implementation of Health Reform for Children s Mental Health HEALTH REFORM PROVISIONS EXPLORED FINANCING BRIEF Implementation of Health Reform for Children s Mental Health Beth A. Stroul, M.Ed. Jonathan Safer-Lichtenstein, B.S. Linda Henderson-Smith, Ph.D., LPC Lan Le, M.P.A. MAY 2015 The National

More information

RURAL HOUSING PERSPECTIVES Joe Belden, Housing Assistance Council. Southern Legislative Conference Oklahoma City, Oklahoma July 12, 2008

RURAL HOUSING PERSPECTIVES Joe Belden, Housing Assistance Council. Southern Legislative Conference Oklahoma City, Oklahoma July 12, 2008 RURAL HOUSING PERSPECTIVES Joe Belden, Housing Assistance Council Southern Legislative Conference Oklahoma City, Oklahoma July 2, 28 www.ruralhome.org Section 52 Guaranteed Homeownership Loans Obligation

More information

Vidant Health: An economic engine. David C. Herman, MD March 18, 2014

Vidant Health: An economic engine. David C. Herman, MD March 18, 2014 Vidant Health: An economic engine David C. Herman, MD March 18, 2014 Our system of care 12,000+ employees 9 hospitals 69 physician practices Outpatient, home health and hospice services Critical care transport

More information

Sujit M. CanagaRetna Senior Fiscal Analyst The Council of State Governments Southern Legislative Conference (SLC)

Sujit M. CanagaRetna Senior Fiscal Analyst The Council of State Governments Southern Legislative Conference (SLC) Sujit M. CanagaRetna Senior Fiscal Analyst The Council of State Governments Southern Legislative Conference (SLC) 48 Length of Contraction Period (In Months) 43 36 24 12 13 8 11 10 8 10 11 16 6 16 8 8

More information

FY 2014 Per Capita Federal Spending on Major Grant Programs Curtis Smith, Nick Jacobs, and Trinity Tomsic

FY 2014 Per Capita Federal Spending on Major Grant Programs Curtis Smith, Nick Jacobs, and Trinity Tomsic Special Analysis 15-03, June 18, 2015 FY 2014 Per Capita Federal Spending on Major Grant Programs Curtis Smith, Nick Jacobs, and Trinity Tomsic 202-624-8577 ttomsic@ffis.org Summary Per capita federal

More information

Nicole Galloway, CPA

Nicole Galloway, CPA Office of State Auditor Nicole Galloway, CPA Statewide Performance Indicators: A National Comparison Report No. 2017-050 June 2017 auditor.mo.gov Statewide Performance Indicators: A National Comparison

More information

Nielsen ICD-9. Healthcare Data

Nielsen ICD-9. Healthcare Data Nielsen ICD-9 Healthcare Data Healthcare Utilization Model The Nielsen healthcare utilization model has three primary components: demographic cohort population counts, cohort-specific healthcare utilization

More information

Estimated Economic Impacts of the Small Business Jobs and Tax Relief Act National Report

Estimated Economic Impacts of the Small Business Jobs and Tax Relief Act National Report Regional Economic Models, Inc. Estimated Economic Impacts of the Small Business Jobs and Tax Relief Act National Report Prepared by Frederick Treyz, CEO June 2012 The following is a summary of the Estimated

More information

NURSING HOME STATISTICAL YEARBOOK, 2015

NURSING HOME STATISTICAL YEARBOOK, 2015 NURSING HOME STATISTICAL YEARBOOK, 2015 C. MCKEEN COWLES COWLES RESEARCH GROUP Acknowledgments We extend our appreciation to Craig Dickstein of Tamarack Professional Services, LLC for optimizing the SAS

More information

Data Shows Rural Hospitals At Risk Without Special Attention from Lawmakers

Data Shows Rural Hospitals At Risk Without Special Attention from Lawmakers Data Shows Rural Hospitals At Risk Without Special Attention from Lawmakers As Affordable Care Act Faces Uncertainty in America s Healthcare Future, Rural Hospitals Barely Hang On Compared to Urban Hospital

More information

Executive Summary BERKELEY RESEARCH GROUP COMPLIANCE TRENDS WITH HOSPITAL CHARITY CARE REQUIREMENTS

Executive Summary BERKELEY RESEARCH GROUP COMPLIANCE TRENDS WITH HOSPITAL CHARITY CARE REQUIREMENTS Executive Summary Study Background: The Affordable Care Act (ACA) established new requirements for 501(c)(3) hospitals pertaining to their charity care policies. Hospitals self-report data related to these

More information

Rutgers Revenue Sources

Rutgers Revenue Sources Rutgers Revenue Sources 31.2% Tuition and Fees 27.3% State Appropriations with Fringes 1.0% Endowment and Investments.5% Federal Appropriations 17.8% Federal, State, and Municipal Grants and Contracts

More information

TABLE 3c: Congressional Districts with Number and Percent of Hispanics* Living in Hard-to-Count (HTC) Census Tracts**

TABLE 3c: Congressional Districts with Number and Percent of Hispanics* Living in Hard-to-Count (HTC) Census Tracts** living Alaska 00 47,808 21,213 44.4 Alabama 01 20,661 3,288 15.9 Alabama 02 23,949 6,614 27.6 Alabama 03 20,225 3,247 16.1 Alabama 04 41,412 7,933 19.2 Alabama 05 34,388 11,863 34.5 Alabama 06 34,849 4,074

More information

Child & Adult Care Food Program: Participation Trends 2016

Child & Adult Care Food Program: Participation Trends 2016 Child & Adult Care Food Program: Participation Trends 2016 March 2017 About FRAC The Food Research and Action Center (FRAC) is the leading national organization working for more effective public and private

More information

Libya. Introduction. This briefing paper includes:

Libya. Introduction. This briefing paper includes: Libya 2 Financial Institutions made an estimated USD$ 245 million (LYD 335 million a ) available to 26 nuclear weapon producing companies since January 2012. Introduction This document contains country

More information

Fiscal Year 1999 Comparisons. State by State Rankings of Revenues and Spending. Includes Fiscal Year 2000 Rankings for State Taxes Only

Fiscal Year 1999 Comparisons. State by State Rankings of Revenues and Spending. Includes Fiscal Year 2000 Rankings for State Taxes Only Fiscal Year 1999 Comparisons State by State Rankings of Revenues and Spending Includes Fiscal Year 2000 Rankings for State Taxes Only January 2002 1 2 published annually by: The Minnesota Taxpayers Association

More information

ON THE GLOBAL, REGIONAL & LOCAL ECONOMIC CLIMATE

ON THE GLOBAL, REGIONAL & LOCAL ECONOMIC CLIMATE ON THE GLOBAL, REGIONAL & LOCAL ECONOMIC CLIMATE ARC Regional Leadership Institute Roger Tutterow, Ph.D. Professor of Economics Mercer University Tutterow_RC@Mercer.edu Saint Simons Island, GA September

More information

TABLE 3b: Congressional Districts Ranked by Percent of Hispanics* Living in Hard-to- Count (HTC) Census Tracts**

TABLE 3b: Congressional Districts Ranked by Percent of Hispanics* Living in Hard-to- Count (HTC) Census Tracts** Rank State District Count (HTC) 1 New York 05 150,499 141,567 94.1 2 New York 08 133,453 109,629 82.1 3 Massachusetts 07 158,518 120,827 76.2 4 Michigan 13 47,921 36,145 75.4 5 Illinois 04 508,677 379,527

More information

California Economic Snapshot 3 rd Quarter 2014

California Economic Snapshot 3 rd Quarter 2014 Provided By: State Annual Nonfarm Job Growth, Sept-14 Upper Upper-Middle Lower-Middle Lower North Dakota 5.0% California 2.1% Hawaii 1.5% Idaho 0.8% Utah 3.7% Missouri Rhode Island 1.4% Nebraska 0.8% Texas

More information

2008 Top Small Business Contractors

2008 Top Small Business Contractors 20090824_ASBL_SBAContractingdata 1 2008 Top Small Business Contractors Large corporations listed in 2008 data from Fedmine.us: Lockheed Martin 3M Company Boeing Hewlett-Packard Company Raytheon AT&T GTSI

More information

July 21, The Honorable Harry Reid 522 Hart Senate Office Building Washington DC Dear Senator Reid:

July 21, The Honorable Harry Reid 522 Hart Senate Office Building Washington DC Dear Senator Reid: July 21, 2009 The Honorable Harry Reid 522 Hart Senate Office Building Washington DC 20510 Dear Senator Reid: As the Senate moves ahead with further consideration of the FY2010 Energy and Water Development

More information

MAP 1: Seriously Delinquent Rate by State for Q3, 2008

MAP 1: Seriously Delinquent Rate by State for Q3, 2008 MAP 1: Seriously Delinquent Rate by State for Q3, 2008 Seriously Delinquent Rate Greater than 6.93% 5.18% 6.93% 0 5.17% Source: MBA s National Deliquency Survey MAP 2: Foreclosure Inventory Rate by State

More information

2015 State Hospice Report 2013 Medicare Information 1/1/15

2015 State Hospice Report 2013 Medicare Information 1/1/15 2015 State Hospice Report 2013 Medicare Information 1/1/15 www.hospiceanalytics.com 2 2013 Demographics & Hospice Utilization National Population 316,022,508 Total Deaths 2,529,792 Medicare Beneficiaries

More information

High-Tech Nation: How Technological Innovation Shapes America s 435 Congressional Districts

High-Tech Nation: How Technological Innovation Shapes America s 435 Congressional Districts High-Tech Nation: How Technological Innovation Shapes America s 435 Congressional Districts John Wu, Adams Nager, and Joseph Chuzhin November 2016 itif.org/technation High-Tech Nation: How Technological

More information

How. January. Prepared by

How. January. Prepared by How North Carolina Compares A Compendium of State Statisticss January 2011 Prepared by the N.C. General Assembly Program Evaluation Division Prefacee The Program Evaluation Division of the North Carolina

More information

For more information on loans, investment banking, and asset management, please refer to the website.

For more information on loans, investment banking, and asset management, please refer to the website. Macedonia At least two (2) Financial Institutions operating in Macedonia made an estimated USD$ 6,970 million (376,663 MKD a ) available to 26 nuclear weapon producing companies since January 2012. Introduction

More information

Virginia Association of Economists

Virginia Association of Economists Virginia Association of Economists The Washington Area Economy: Major Conditions and Trends Shaping Its Future Stephen S. Fuller, Ph.D. Dwight Schar Faculty Chair and University Professor Director, Center

More information

Page 1 of 7 Medicaid Benefits Services Covered, Limits, Copayments and Reimbursement Methodologies For 50 States, District of Columbia and the Territories (as of January 2003) CHOOSE SERVICE Go CHOOSE

More information

Child & Adult Care Food Program: Participation Trends 2014

Child & Adult Care Food Program: Participation Trends 2014 Child & Adult Care Food Program: Participation Trends 2014 1200 18th St NW Suite 400 Washington, DC 20036 (202) 986-2200 / www.frac.org February 2016 About FRAC The Food Research and Action Center (FRAC)

More information

Agriculture Secretary Vilsack Announces Economic Development Funding To Create Jobs in Rural Communities in 26 States

Agriculture Secretary Vilsack Announces Economic Development Funding To Create Jobs in Rural Communities in 26 States Agriculture Secretary Vilsack Announces Economic Development Funding To Create Jobs in Rural Communities in 26 States ALBUQUERQUE, N.M., - October 26, 2011 Agriculture Secretary Tom Vilsack today announced

More information

SDVOSB Information Guide

SDVOSB Information Guide SDVOSB Information Guide Table of Contents 1. Eligibility for SDVOSB or VOSB Verification 2. Affiliation 3. SDVOSB Stats 4. If Denied SDVOSB Reconsideration 5. SDVOSB Market Share Trend 6. SDVOSB Good

More information

Arizona State Funding Project: Addressing the Teacher Labor Market Challenge Executive Summary. Research conducted by Education Resource Strategies

Arizona State Funding Project: Addressing the Teacher Labor Market Challenge Executive Summary. Research conducted by Education Resource Strategies Arizona State Funding Project: Addressing the Teacher Labor Market Challenge Executive Summary Research conducted by Education Resource Strategies Key findings 1. Student outcomes in Arizona lag behind

More information

Aiming Higher. A State Scorecard on Health System Performance. Joel C. Cantor and Dina Belloff

Aiming Higher. A State Scorecard on Health System Performance. Joel C. Cantor and Dina Belloff Rutgers Center for State Health Policy Aiming Higher A State Scorecard on Health System Performance Joel C. Cantor and Dina Belloff Rutgers Center for State Health Policy Cathy Schoen, Sabrina K.H. How,

More information

Federal Economic Stimulus Package

Federal Economic Stimulus Package Federal Economic Stimulus Package On Tuesday, February 17, 2009, President Barack Obama signed into law the American Recovery and Reinvestment Act of 2009 (HR 1, Public Law No: 111-5). This legislation

More information

Larry DeBoer Purdue University September Real GDP Growth. Real Consumption Spending Growth

Larry DeBoer Purdue University September Real GDP Growth. Real Consumption Spending Growth Larry DeBoer Purdue University September 2011 Real GDP Growth Real Consumption Spending Growth 1 Index of Consumer Sentiment 57.8 Sept 11 Savings Rate (percent of disposable income) Real Investment Spending

More information