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ABSTRACT

In recent decades economists have turned their attention to data that asks people how happy or satisfied they are with their lives. Much of the early research concluded that the role of income in determining well-being was limited, and that only income relative to others was related to well-being. In this paper, we review the evidence to assess the importance of absolute and relative income in determining well-being. Our research suggests that absolute income plays a major role in determining well-being and that national comparisons offer little evidence to support theories of relative income. We find that well-being rises with income, whether we compare people in a single country and year, whether we look across countries, or whether we look at economic growth for a given country. Through these comparisons we show that richer people report higher well-being than poorer people; that people in richer countries, on average, experience greater well-being than people in poorer countries; and that economic growth and growth in well-being are clearly related. Moreover, the data show no evidence for a satiation point above which income and well-being are no longer related.

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Many scholars have argued that once “basic needs” have been met, higher income is no longer associated with higher in subjective well-being. We assess the validity of this claim in comparisons of both rich and poor countries, and also of rich and poor people within a country. Analyzing multiple datasets, multiple definitions of “basic needs” and multiple questions about well-being, we find no support for this claim. The relationship between well-being and income is roughly linear-log and does not diminish as incomes rise. If there is a satiation point, we are yet to reach it.

Introduction

In 1974 Richard Easterlin famously posited that increasing average income did not raise average well-being, a claim that became known as the Easterlin Paradox. However, in recent years new and more comprehensive data has allowed for greater testing of Easterlin’s claim. Studies by us and others have pointed to a robust positive relationship between well-being and income across countries and over time (Deaton, 2008; Stevenson and Wolfers, 2008; Sacks, Stevenson, and Wolfers, 2013). Yet, some researchers have argued for a modified version of Easterlin’s hypothesis, acknowledging the existence of a link between income and well-being among those whose basic needs have not been met, but claiming that beyond a certain income threshold, further income is unrelated to well-being.

The existence of such a satiation point is claimed widely, although there has been no formal statistical evidence presented to support this view. For example Diener and Seligman (2004, p. 5) state that “there are only small increases in well-being” above some threshold. While Clark, Frijters and Shields (2008, p. 123) state more starkly that “greater economic prosperity at some point ceases to buy more happiness,” a similar claim is made by Di Tella and MacCulloch (2008, p. 17): “once basic needs have been satisfied, there is full adaptation to further economic growth.” The income level beyond which further income no longer yields greater well-being is typically said to be somewhere between $8,000 and $25,000. Layard (2003, p. 17) argues that “once a country has over $15,000 per head, its level of happiness appears to be independent of its income;” while in subsequent work he argued for a $20,000 threshold (Layard, 2005 p. 32-33). Frey and Stutzer (2002, p. 416) claim that “income provides happiness at low levels of development but once a threshold (around $10,000) is reached, the average income level in a country has little effect on average subjective well-being.”

Many of these claims, of a critical level of GDP beyond which happiness and GDP are no longer linked, come from cursorily examining plots of well-being against the level of per capita GDP. Such graphs show clearly that increasing income yields diminishing marginal gains in subjective well-being. However this relationship need not reach a point of nirvana beyond which further gains in well-being are absent. For instance Deaton (2008) and Stevenson and Wolfers (2008) find that the well-being–income relationship is roughly a linear-log relationship, such that, while each additional dollar of income yields a greater increment to measured happiness for the poor than for the rich, there is no satiation point.

In this paper we provide a sustained examination of whether there is a critical income level beyond which the well-being–income relationship is qualitatively different, a claim referred to as the modified-Easterlin hypothesis. As a statistical claim, we shall test two versions of the hypothesis. The first, a stronger version, is that beyond some level of basic needs, income is uncorrelated with subjective well-being; the second, a weaker version, is that the well-being–income link estimated among the poor differs from that found among the rich.

Claims of satiation have been made for comparisons between rich and poor people within a country, comparisons between rich and poor countries, and comparisons of average well-being in countries over time, as they grow. The time series analysis is complicated by the challenges of compiling comparable data over time and thus we focus in this short paper on the cross-sectional relationships seen within and between countries. Recent work by Sacks, Stevenson, and Wolfers (2013) provide evidence on the time series relationship that is consistent with the findings presented here.

To preview, we find no evidence of a satiation point. The income–well-being link that one finds when examining only the poor, is similar to that found when examining only the rich. We show that this finding is robust across a variety of datasets, for various measures of subjective well-being, at various thresholds, and that it holds in roughly equal measure when making cross-national comparisons between rich and poor countries as when making comparisons between rich and poor people within a country.

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Abstract

We explore the relationship between agency and hedonic and evaluative dimensions of well-being, using data from the Gallup World Poll. We posit that individuals emphasize one well-being dimension over the other, depending on their agency. We test four hypotheses including whether: (i) positive levels of well-being in one dimension coexist with negative ones in another;and (ii) individuals place a different value on agency depending on their positions in the well-being and income distributions. We find that: (i) agency is more important to the evaluative well-being of respondents with more means; (ii) negative levels of hedonic well-being coexist with positive levels of evaluative well-being as people acquire agency; and (iii)both income and agency are less important to well-being at highest levels of the well-being distribution. We hope to contribute insight into one of the most complex and important components of well-being, namely,people’s capacity to pursue fulfilling lives.

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Why is Springfield's economy proving so resilient?

Several reasons come to mind: You're a manageably sized regional hub. You've got a university and important hospital assets. And you stand at the brink of an enormously attractive natural area -- the Ozarks.

More and more in today's footloose economy, jobs and people flock to livable places with affordable housing, vibrant downtowns, cultural amenities and lots of close-by outdoor recreation.

And Springfield's got all that. Well, OK: Downtown hardly buzzes with "24-7" meeting and living as yet. But the university keeps students around, and meanwhile, nearby Branson remains one of the nation's foremost "drive-to" cultural attractions. Likewise, the beautiful "lake country" draws visitors and second-home buyers from all over the Midwest. In this case natural beauty really is natural capital: The famous Ozarks ambience continues to support a $1-billion-a-year tourist sector to cushion the blows of any national economic downturn.

No wonder the region paced the state's growth in the 1990s and now holds on better in bad times. Greater Springfield has service jobs, rolling hills, lakes, Andy Williams, retirees and their pensions, and reasonably priced new subdivisions. What's not to like?

But here's the harder question: Can Springfield stay attractive? Can it stay resilient? The worry is that signs of strain have now appeared after a decade of fast growth.

Many of these strains my colleagues and I detailed in a recent Brookings Institution report I co-authored, titled "Growth in the Heartland: Challenges and Opportunities for Missouri."

Springfield, we demonstrated, sprawled in the 1990s. Yes, the city proper grew by 8 percent. But mostly population moved ever outward during the decade, and that, we said, has brought problems.

Thousands of people flocked to smaller outlying towns like Willard, Strafford, Republic, Clever, Nixa and Ozark, which hit "hypergrowth" in the 1990s and struggled to keep up. Christian and Webster counties grew unsustainably by 66 and 31 percent, respectively. And even more disturbing some 28,000 people settled in unincorporated fringe areas ill-equipped to accommodate them with modern sewers and good services.

The result: Septic and fertilizer seepage from scattered new homes exacerbates the water-quality problems that have fouled Lake Taneycomo and Table Rock Lake. Taxes are increasing as local governments strain to provide the necessary roads, services or sewer lines in places that never needed them. And with more sprawl coming, more traffic and more mini-malls could cost the region its reputation as the heartland of rural America -- quaint, scenic and friendly. The bottom line: Highly dispersed, low-density development may well be undermining the durability of its growth.

In that sense, the real test of Springfield's resilience lies ahead and turns on its ability to manage its growth to make it sustainable. What is more, the best way for Springfield to continue to grow in high-quality ways would seem to be to continue to set the standard for land-use and environmental reform in Missouri -- a state that has lagged on promoting sensible land use and planning.

As a state, after all, Missouri needs to update its badly outmoded planning statutes to provide its regions more tools to manage change.

It needs to promote regional solutions among its many localities. And it needs to better align its transportation and infrastructure investment policies with the principles of sound land use and sensible planning.

In this regard, what the state does -- or doesn't do -- to manage growth matters for Springfield because, ultimately, it is the state that sets the rules for what type of growth occurs all over. By remaining virtually laissez-faire on growth and development topics, the state of Missouri may well be undercutting its future competitiveness.

Given that, Springfield should take seriously the fact that with its strong growth, fresh voice and signature environmental assets, it is well positioned to lead the state in promoting reform.

So Springfield should step forward on these issues -- as the state's new economic driver, and as its most progressive region.

Already southwest Missouri business leaders have come together to protect the lakes. Now the region should show the way in other ways, by hammering out a regional system for managing fast growth; rationalizing local government competition; and insisting on state action to allow all regions to make headway.

For that is the way for the Springfield region to prosper: To help itself, it must help nudge the entire state along. Only in that fashion will a distinctive region maintain its distinctive vitality.

Many scholars have argued that once “basic needs” have been met, higher income is no longer associated with higher in subjective well-being. We assess the validity of this claim in comparisons of both rich and poor countries, and also of rich and poor people within a country. Analyzing multiple datasets, multiple definitions of “basic needs” and multiple questions about well-being, we find no support for this claim. The relationship between well-being and income is roughly linear-log and does not diminish as incomes rise. If there is a satiation point, we are yet to reach it.

Introduction

In 1974 Richard Easterlin famously posited that increasing average income did not raise average well-being, a claim that became known as the Easterlin Paradox. However, in recent years new and more comprehensive data has allowed for greater testing of Easterlin’s claim. Studies by us and others have pointed to a robust positive relationship between well-being and income across countries and over time (Deaton, 2008; Stevenson and Wolfers, 2008; Sacks, Stevenson, and Wolfers, 2013). Yet, some researchers have argued for a modified version of Easterlin’s hypothesis, acknowledging the existence of a link between income and well-being among those whose basic needs have not been met, but claiming that beyond a certain income threshold, further income is unrelated to well-being.

The existence of such a satiation point is claimed widely, although there has been no formal statistical evidence presented to support this view. For example Diener and Seligman (2004, p. 5) state that “there are only small increases in well-being” above some threshold. While Clark, Frijters and Shields (2008, p. 123) state more starkly that “greater economic prosperity at some point ceases to buy more happiness,” a similar claim is made by Di Tella and MacCulloch (2008, p. 17): “once basic needs have been satisfied, there is full adaptation to further economic growth.” The income level beyond which further income no longer yields greater well-being is typically said to be somewhere between $8,000 and $25,000. Layard (2003, p. 17) argues that “once a country has over $15,000 per head, its level of happiness appears to be independent of its income;” while in subsequent work he argued for a $20,000 threshold (Layard, 2005 p. 32-33). Frey and Stutzer (2002, p. 416) claim that “income provides happiness at low levels of development but once a threshold (around $10,000) is reached, the average income level in a country has little effect on average subjective well-being.”

Many of these claims, of a critical level of GDP beyond which happiness and GDP are no longer linked, come from cursorily examining plots of well-being against the level of per capita GDP. Such graphs show clearly that increasing income yields diminishing marginal gains in subjective well-being. However this relationship need not reach a point of nirvana beyond which further gains in well-being are absent. For instance Deaton (2008) and Stevenson and Wolfers (2008) find that the well-being–income relationship is roughly a linear-log relationship, such that, while each additional dollar of income yields a greater increment to measured happiness for the poor than for the rich, there is no satiation point.

In this paper we provide a sustained examination of whether there is a critical income level beyond which the well-being–income relationship is qualitatively different, a claim referred to as the modified-Easterlin hypothesis. As a statistical claim, we shall test two versions of the hypothesis. The first, a stronger version, is that beyond some level of basic needs, income is uncorrelated with subjective well-being; the second, a weaker version, is that the well-being–income link estimated among the poor differs from that found among the rich.

Claims of satiation have been made for comparisons between rich and poor people within a country, comparisons between rich and poor countries, and comparisons of average well-being in countries over time, as they grow. The time series analysis is complicated by the challenges of compiling comparable data over time and thus we focus in this short paper on the cross-sectional relationships seen within and between countries. Recent work by Sacks, Stevenson, and Wolfers (2013) provide evidence on the time series relationship that is consistent with the findings presented here.

To preview, we find no evidence of a satiation point. The income–well-being link that one finds when examining only the poor, is similar to that found when examining only the rich. We show that this finding is robust across a variety of datasets, for various measures of subjective well-being, at various thresholds, and that it holds in roughly equal measure when making cross-national comparisons between rich and poor countries as when making comparisons between rich and poor people within a country.

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Earlier this summer, we examined how the Big Four banks – Bank of America, Citigroup, JPMorgan Chase, and Wells Fargo – performed before, during, and after the 2007-09 financial crisis.  We also blogged about the lending trends within these large banks, expressing concern about the growing gap between deposits taken and loans made by the Big Four, and calling on policymakers to explore the issue further.  We have conducted a similar analysis on the regional banks - The regional banks: The evolution of the financial sector, Part II - and find that these smaller banks are actually faring somewhat better than their bigger counterparts.

Despite the mergers and acquisitions that happened during the crisis, the Big Four banks are a smaller share of banking today than they were in 2007.  The 15 regionals we evaluated, on the other hand, are thriving in the post-crisis environment and have a slightly larger share of total bank assets than they had in 2007.  The Big Four experienced rapid growth in the years leading up to the crisis but much slower growth in the years since.  The regionals, however, have been chugging along: with the exception of a small downward trend during the crisis, they have enjoyed slow but steady growth since 2003.

There is a gap between deposits and loans among the regionals, but it is smaller than the Big Four’s gap.  Tellingly, the regionals’ gap has remained basically constant in size during the recovery, unlike the Big Four’s gap, which is growing.  Bank loans are important to economic growth, and the regional banks are growing their loan portfolios faster than the biggest banks.  That may be a good sign for the future if the regional banks provide more competition for the big banks and a more competitive banking sector overall.

Editor's Note: The introduction to the 2015 Brown Center Report on American Education appears below. Use the Table of Contents to navigate through the report online, or download a PDF of the full report.

TABLE OF CONTENTS

Part I: Girls, Boys, and Reading

Part II: Measuring Effects of the Common Core

Part III: Student Engagement

INTRODUCTION

The 2015 Brown Center Report (BCR) represents the 14^th edition of the series since the first issue was published in 2000.  It includes three studies.  Like all previous BCRs, the studies explore independent topics but share two characteristics: they are empirical and based on the best evidence available.  The studies in this edition are on the gender gap in reading, the impact of the Common Core State Standards -- English Language Arts on reading achievement, and student engagement.

Part one examines the gender gap in reading.  Girls outscore boys on practically every reading test given to a large population.  And they have for a long time.  A 1942 Iowa study found girls performing better than boys on tests of reading comprehension, vocabulary, and basic language skills.  Girls have outscored boys on every reading test ever given by the National Assessment of Educational Progress (NAEP)—the first long term trend test was administered in 1971—at ages nine, 13, and 17.  The gap is not confined to the U.S.  Reading tests administered as part of the Progress in International Reading Literacy Study (PIRLS) and the Program for International Student Assessment (PISA) reveal that the gender gap is a worldwide phenomenon.  In more than sixty countries participating in the two assessments, girls are better readers than boys. 

Perhaps the most surprising finding is that Finland, celebrated for its extraordinary performance on PISA for over a decade, can take pride in its high standing on the PISA reading test solely because of the performance of that nation’s young women.  With its 62 point gap, Finland has the largest gender gap of any PISA participant, with girls scoring 556 and boys scoring 494 points (the OECD average is 496, with a standard deviation of 94).   If Finland were only a nation of young men, its PISA ranking would be mediocre.

Part two is about reading achievement, too. More specifically, it’s about reading and the English Language Arts standards of the Common Core (CCSS-ELA).  It’s also about an important decision that policy analysts must make when evaluating public policies—the determination of when a policy begins. How can CCSS be properly evaluated? 

Two different indexes of CCSS-ELA implementation are presented, one based on 2011 data and the other on data collected in 2013.  In both years, state education officials were surveyed about their Common Core implementation efforts.  Because forty-six states originally signed on to the CCSS-ELA—and with at least forty still on track for full implementation by 2016—little variability exists among the states in terms of standards policy.  Of course, the four states that never adopted CCSS-ELA can serve as a small control group.  But variation is also found in how the states are implementing CCSS.  Some states are pursuing an array of activities and aiming for full implementation earlier rather than later.  Others have a narrow, targeted implementation strategy and are proceeding more slowly. 

The analysis investigates whether CCSS-ELA implementation is related to 2009-2013 gains on the fourth grade NAEP reading test.  The analysis cannot verify causal relationships between the two variables, only correlations.  States that have aggressively implemented CCSS-ELA (referred to as “strong” implementers in the study) evidence a one to one and one-half point larger gain on the NAEP scale compared to non-adopters of the standards.  This association is similar in magnitude to an advantage found in a study of eighth grade math achievement in last year’s BCR.  Although positive, these effects are quite small.  When the 2015 NAEP results are released this winter, it will be important for the fate of the Common Core project to see if strong implementers of the CCSS-ELA can maintain their momentum.

Part three is on student engagement.  PISA tests fifteen-year-olds on three subjects—reading, math, and science—every three years.  It also collects a wealth of background information from students, including their attitudes toward school and learning.  When the 2012 PISA results were released, PISA analysts published an accompanying volume, Ready to Learn: Students’ Engagement, Drive, and Self-Beliefs, exploring topics related to student engagement.

Part three provides secondary analysis of several dimensions of engagement found in the PISA report.  Intrinsic motivation, the internal rewards that encourage students to learn, is an important component of student engagement.  National scores on PISA’s index of intrinsic motivation to learn mathematics are compared to national PISA math scores.  Surprisingly, the relationship is negative.  Countries with highly motivated kids tend to score lower on the math test; conversely, higher-scoring nations tend to have less-motivated kids. 

The same is true for responses to the statements, “I do mathematics because I enjoy it,” and “I look forward to my mathematics lessons.”  Countries with students who say that they enjoy math or look forward to their math lessons tend to score lower on the PISA math test compared to countries where students respond negatively to the statements.  These counterintuitive finding may be influenced by how terms such as “enjoy” and “looking forward” are interpreted in different cultures.  Within-country analyses address that problem.  The correlation coefficients for within-country, student-level associations of achievement and other components of engagement run in the anticipated direction—they are positive.  But they are also modest in size, with correlation coefficients of 0.20 or less. 

Policymakers are interested in questions requiring analysis of aggregated data—at the national level, that means between-country data.  When countries increase their students’ intrinsic motivation to learn math, is there a concomitant increase in PISA math scores?  Data from 2003 to 2012 are examined.  Seventeen countries managed to increase student motivation, but their PISA math scores fell an average of 3.7 scale score points.  Fourteen countries showed no change on the index of intrinsic motivation—and their PISA scores also evidenced little change.  Eight countries witnessed a decline in intrinsic motivation.  Inexplicably, their PISA math scores increased by an average of 10.3 scale score points.  Motivation down, achievement up.

Correlation is not causation.  Moreover, the absence of a positive correlation—or in this case, the presence of a negative correlation—is not refutation of a possible positive relationship.  The lesson here is not that policymakers should adopt the most effective way of stamping out student motivation.  The lesson is that the level of analysis matters when analyzing achievement data.  Policy reports must be read warily—especially those freely offering policy recommendations.  Beware of analyses that exclusively rely on within- or between-country test data without making any attempt to reconcile discrepancies at other levels of analysis.  Those analysts could be cherry-picking the data.  Also, consumers of education research should grant more credence to approaches modeling change over time (as in difference in difference models) than to cross-sectional analyses that only explore statistical relationships at a single point in time. 

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Tom Loveless, a nonresident senior fellow in Governance Studies, explains his latest research on measuring achievement of American students.

“The bottom line here: the implementation of the common core has appeared to have very little impact on student achievement,” Loveless says. In this episode, he discusses whether the common core is failing our students, whether AP achievement is indicative of student success, and the role of principals as instructional leaders.

Also in this episode: Get to know Constanze Stelzenmüller, the Robert Bosch Senior Fellow in the Center on the United States and Europe, during our "Coffee Break” segment. Also stay tuned to hear the final episode in our centenary series with current and past Brookings scholars.

Show Notes:

The Brown Center Report on American Education

Brookings Centenary Timeline

Subscribe to the Brookings Cafeteria on iTunes, listen in all the usual places, and send feedback email to BCP@Brookings.edu.

The Supreme Court today decided that Congress meant what it said when it enacted the Affordable Care Act (ACA). The ACA requires people in all 50 states to carry health insurance and provided tax credits to help them afford it. To have offered such credits only in the dozen states that set up their own exchanges would have been cruel and unsustainable because premiums for many people would have been unaffordable.

But the law said that such credits could be paid in exchanges ‘established by a state,’ which led some to claim that the credits could not be paid to people enrolled by the federally operated exchange. In his opinion, Chief Justice Roberts euphemistically calls that wording ‘inartful.’ Six Supreme Court justices decided that, read in its entirety, the law provides tax credits in every state, whether the state manages the exchange itself or lets the federal government do it for them.

That decision is unsurprising. More surprising is that the Court agreed to hear the case. When it did so, cases on the same issue were making their ways through four federal circuits. In only one of the four circuits was there a standing decision, and it found that tax credits were available everywhere. It is customary for the Supreme Court to wait to take a case until action in lower courts is complete or two circuits have disagreed. In this situation, the justices, eyeing the electoral calendar, may have preferred to hear the case sooner rather than later to avoid confronting it in the middle of a presidential election.

Whatever the Court’s motives for taking the case, their willingness to hear the case caused supporters of the Affordable Care Act enormous unease. Were the more conservative members of the Court poised to accept an interpretation of the law that ACA supporters found ridiculous but that inartful legislative drafting gave the gloss of plausibility? Judicial demeanor at oral argument was not comforting. A 5-4 decision disallowing payment of tax credits seemed ominously plausible.

The Court’s 6-3 decision ended those fears. The existential threat to health reform from litigation is over. But efforts to undo the Affordable Care Act are not at an end. They will continue in the political sphere. And that is where they should be. ACA opponents know that there is little chance for them to roll back the Affordable Care Act in any fundamental way as long as a Democrat is in the White House. To dismantle the law, they must win the presidency in 2016.

But winning the presidency will not be enough. It would be mid 2017 before ACA opponents could draft and enact legislation to curb the Affordable Care Act and months more before it could take effect. To borrow a metaphor from the military, even if those opposed to the ACA win the presidency, they will have to deal with ‘facts on the ground.’