A paycheck half-empty or half-full? Framing, fairness and progressive taxation
|
|
|
- Nancy French
- 10 years ago
- Views:
Transcription
1 Judgment and Decision Making, Vol. 4, No. 6, October 2009, pp A paycheck half-empty or half-full? Framing, fairness and progressive taxation Stian Reimers University College London Abstract Taxation policy is driven by many factors, including public opinion, but little research has examined the strength and stability of the public s taxation preferences. This paper demonstrates one way in which preferences for progressiveness depend on the framing of the question asked. Participants indicated how they would share a fixed tax burden between two individuals who earned different amounts of money, either by adjusting the amount of tax paid by the two individuals, or by adjusting the amount of post-tax income retained. The units in which tax was described amount of money or percentage tax rate were manipulated orthogonally. There was a strong metric effect: Participants favored progressiveness more when tax was described as a percentage rather than amount. However, there was also a clear interaction: for amounts, participants favored progressiveness significantly more when considering post-tax money retained rather than tax paid; for percentages, no such effect was found. Keywords: tax, framing, psychology, judgment, heuristics, biases. 1 Introduction Progressiveness in tax is a topical issue. Recently in the United States and United Kingdom there has been a move to increase the progressiveness of taxation: One of U.S. President Obama s campaign pledges was to increase the highest rate of income tax to just under 40%. Similarly, the United Kingdom government has recently announced it will introduce a new higher tax band of 50% for people earning over 150,000 ($225,000) a year. Conversely, several countries, like Russia, Ukraine, and the Baltic States, have in recent years introduced versions of flat taxes, where all citizens pay the same proportion of their income no matter what its absolute value. (These flat taxes often come with significant tax-free allowances, meaning the overall tax system is still slightly progressive. For a review of flat taxes, see Keen, Kim, & Varsano, 2008.) The structuring of income tax systems generally has multiple often conflicting goals. The most obvious goal is raising revenue to spend on public services: balancing the potential extra revenue taken by high tax rates with the disincentive to work and temptation to illegally evade taxes that high tax rates induce. Another key This research and SR were supported by a fellowship from the ESRC Centre for Economic Learning and Social Evolution (ELSE). Thanks to Nigel Harvey, Nick Chater, and Neil Stewart for useful discussions about this research. Address: Stian Reimers, Department of Cognitive, Perceptual and Brain Sciences, University College London, WC1H 0AP, UK. [email protected]. potential of taxation is distributional: using, for example, utilitarian or egalitarian criteria to redistribute wealth between the rich and poor (see Musgrave & Musgrave, 1989, for a review). Although the issue provokes strong opinions about the optimal progressiveness of a tax regime, one area that is often ignored is the extent to which the public believe progressive taxation is fair and appropriate, and the ways in which psychological mechanisms for representing fairness affect tax progressiveness preferences. Existing data give a mixed picture. Generally, when asked whether those on higher incomes should pay a higher marginal rate of tax, people agree (e.g., Edlund, 2003; see Kirchler, 2007, for a review). However, people s progressiveness preferences appear to depend on the way in which questions are posed. For example, Roberts, Hite, and Bradley (1994) found that when participants were asked abstract questions about progressiveness in the form of are progressive tax rates more or less fair than flat tax rates students with some tax education indicated strongly that progressive taxation was more fair, in line with other studies. However, when asked concrete questions how much more tax somebody earning $40,000 should pay relative to somebody earning $20,000 the same participants indicated a preference for flat taxes, in this case the dominant response being that the former should pay double. On the other hand, Edlund (2003) showed that Swedish taxpayers favored progressiveness for both abstract and concrete questions, a finding he attributed to Swedes better awareness of the welfare state and other 461
2 Judgment and Decision Making, Vol. 4, No. 6, October 2009 Framing and tax progressiveness 462 provisions paid for by taxation. Similarly, Lewis (1978) found that participants who gave preferences for taxation at different incomes favored progressiveness. This inconsistency is perhaps not surprising given the large body of work that shows that preferences are often unstable, and the way in which options are framed can affect people s preferences in a large number of areas (e.g., Kahneman & Tversky, 1979; Tversky & Kahneman, 1981; De Martino et al., 2006). Framing effects have been specifically found in tax preferences (for reviews see McCaffery & Baron, 2005, 2006a). For example, McCaffery and Baron (2004) demonstrated several framing effects in participants who chose tax regimes for different family situations. Among other things, they found participants indicated that regimes in which the taxation system was described in terms of tax bonuses for certain groups rather than tax penalties for other groups were fairer, even though the situations were numerically identical. They also found what they called a metric effect in which participants favored more progressive taxation when taxation levels were described as percentages of gross income rather than absolute number of dollars. Finally, they found a modest status quo effect: Participants were drawn towards the initial taxation structure. One intriguing finding of Roberts et al. (1994) was that participants were less inconsistent between abstract and concrete questions when concrete questions were framed in terms of the amount of money left after tax rather than the amount of tax paid. Furthermore, the authors note in passing that their pattern of results indicates that changing the reference point from taxes to residual income produced a shift away from regressive taxes and toward flat and progressive taxes (p. 182), although the assertion was not tested statistically. This framing effect deserves further investigation, for at least two reasons. First, although asking people about the amount of tax that should be paid by people on different incomes seems the most direct way to assess preferences, asking people about money left after tax may be more grounded in people s experience of paying tax, and hence have a greater stability and validity: It is likely that people are more able to report how much money they take home after tax not least because that amount appears on their bank statements than the amount of money they pay in tax in a given month. Second, psychological wellbeing appears to be associated with the relative or absolute amount of consumption that a person is able to do, or, crudely, the amount of money they have left after tax and other unavoidable drains on resources are met (e.g., Alpizar, Carlsson, & Johansson-Stenman, 2005). This suggests that attempts to determine people s preferences for taxation should use a frame in which residual income is foregrounded. The experiment reported here examines the effects of two variables, in a completely between-subjects factorial design: the effect of tax paid versus money left framing; and the effect of describing tax as percentages or amounts the metric effect investigated by McCaffery and Baron (2004), and interactions between the two variables. The surface features of the task are similar to those used by Roberts et al. (1994), using two taxpayers who have different gross incomes. However, the response method is different. In Roberts et al. s paper, people were asked about ratios of taxes, in the form if Andy earns $80k and Bob earns $40k, how much more tax should Andy pay than Bob?, and then marking on a scale with labels of the same amount, twice as much, and so on, which may bias people towards responding heuristically with twice as much, the most available and justifiable ratio. What I do is introduce a similar scenario, but inform participants that the total amount of money to be taken from Andy and Bob together will be fixed, and have participants move a slider to indicate how the tax burden should be split. 2 Method 2.1 Participants A total of 384 participants were recruited using the ipoints scheme ( a UK-based internet rewards scheme in which members accrue points for making purchases and completing surveys. These can be exchanged for products such as CDs and DVDs and services such as cinema and theme park tickets. A subset of members who had opted-in to complete surveys received an from ipoints with a link to the experiment. Participants were paid 50 ipoints (which had a value of approximately 25 pence / USD 0.40 to the respondent) for completing the two-minute experiment. 2.2 Design and procedure The experiment was written in Adobe Flash (Reimers & Stewart, 2007) and run online. The progressiveness question was described in one of four ways, with a 2-factor, 2-levels-per-factor between-subjects design. The factors were framing (money left after tax vs. money paid in tax) and units (tax/residual income described as a percentage vs. tax/residual income described as an amount). Each participant completed a single trial, which used one of the four possible descriptions, randomly allocated to each participant. In all conditions, participants were told that Andy earned 50,000 before tax and Bob earned 20,000 before tax, and that the total amount of tax to be paid between the two of them would be 19,000. (This is close
3 Judgment and Decision Making, Vol. 4, No. 6, October 2009 Framing and tax progressiveness 463 Figure 1: Screenshot from the Experiment. In this case the taxation situation was described in terms of tax paid, not residual income, and amount, not percentage. to the actual amount of tax they would pay between them in the UK.) A screenshot from one condition is shown in Figure 1, and the experiment itself is available to try at Instructions for the task were the same in all conditions, except for the penultimate paragraph. Participants in the money left framing condition were given the following line: How much do you genuinely believe Andy and Bob should each have once they ve paid tax? Participants in the tax paid framing condition were given the following line: How much do you genuinely believe Andy and Bob should pay respectively? In all 4 conditions, participants responded in the same way, by moving a slider to set the distribution of tax burden between Andy and Bob (as shown in Figure 1). In the money left framing condition, Andy pays... in tax and Bob pays... in tax were replaced with Andy keeps... after tax and Bob keeps... after tax, displayed in the same way, and numbers were recalculated appropriately. In the percentage units condition amounts in pounds were replaced with integer percentages, representing the same tax take. All other text remained the same. Participants were instructed to click and drag on a 250- pixel gray bar. To avoid anchoring effects based on the initial position of the slider, the slider was initially invisible: participants clicked on the grey bar to make the slider, which moved along the bar, visible at the location where they first clicked. They could then drag the slider between the extremes. At the left extreme, Bob paid all of the 19,000 tax, and Andy nothing; at the right extreme, Andy paid all of the tax and Bob nothing. The scale was linear, and values updated as the slider was dragged. Across all conditions a given position of the slider represented the same tax split. Only the description of the split varied. 3 Results The following data were excluded: Duplicate submissions (2 cases); participants who spent less than 45 seconds in total reading the instructions for the scenario and choosing their response (63 cases). Exploratory data analyses conducted separately for each condition identified total of 8 data points which were more than 3 in-
4 Judgment and Decision Making, Vol. 4, No. 6, October 2009 Framing and tax progressiveness 464 Proportion of Tax paid by Andy Tax Paid Money Left Proportion of Tax paid by Andy Percentage Units Amount Figure 2: Proportion of tax paid by Andy in participants preferred split, as a function of the units used to describe Andy and Bob s contribution (percentage of income or amount in pounds), and framing (tax paid or money left after paying tax). In a flat tax regime, Andy would pay 71.4% of the total tax (i.e., 5/7ths of the total). In the UK, Andy would actually pay 76.8% of the total. Error bars represent standard errors of the mean. terquartile ranges away from the median for that condition, which were excluded as outliers. Of the remaining participants, 34.8% were male, and mean age was 42.2 years (SD = 13.1 years). Overall, participants favored a mildly progressive tax regime, with mean tax rate for Andy of 29% ( 14,600 of 50,000) and for Bob of 22% ( 4,400 of 20,000). This is almost exactly the current rate of tax Andy and Bob would pay under the current UK regime, perhaps demonstrating a status quo bias. Means and standard errors for participants across conditions can be seen in Figure 2. A two-factor ANOVA, with factors units (percentage, amount) and framing (money left, tax paid) revealed a main effect of units, F(1, 307) = 24.3, p <.001, with participants preference for more progressive taxation stronger when taxes were described as percentages rather than sums of money. There was no significant effect of framing, but there was an interaction between framing and units, F(1, 307) = 15.0, p <.001. An analysis of simple main effects showed a marginal effect of framing for tax rates described as percentages F(1, 307) = 3.60, p =.059, with progressiveness favored slightly more in the tax paid condition. But there was a highly significant effect of framing for tax rates described as amounts F(1, 307) = 12.4, p =.001, in which participants favored significantly more progressiveness when Under 5k 5k 10k 10k 15k 15k 20k 20k 30k Income Figure 3: Preference for progressiveness as a function of participant household income. Error bars represent standard errors of the mean. The categories 75k- 100k and Over 100k have been combined, as there were only 4 participants in the latter group. the tax regime was described as money left after tax than amount of tax paid. This analysis emphasizes the tax paid nature of the task. An alternative analysis could emphasize money retained, for example by using the ratio of income remaining between Bob and Andy, as a dependent measure, with higher values indicating more progressiveness (in other words, Bob s post-tax income gets closer to Andy s as the ratio increases). The two dependent variables, (1) proportion of tax paid by Andy and (2) ratio of Bob s income remaining to Andy s income remaining, are monotonically but not linearly related. Unsurprisingly, the pattern of results obtained using ratio of residual income is similar to that for proportion of tax paid by Andy: the amount of money Bob retains after tax, as a proportion of the amount of money Andy retains after tax, is.469 (Tax Paid/Percentage),.451 (Money Left/Percentage),.407 (Tax Paid/Amount), and.443 (Money Left/Amount). A two-factor ANOVA using this measure as a dependent variable, rather than proportion of tax paid by Andy, as above, showed the same pattern of significant results: A main effect of units, F(1, 307) = 24.7, p <.001, no significant effect of framing, and an interaction between framing and units, F(1, 307) = 14.6, p <.001. The simple main effects were also as before: A marginally significant effect of framing for percentages, F(1, 307) = 3.50, p =.062, and a highly significant effect of framing for amounts F(1, 307) = 12.0, p = k 40k 40k 50k 50k 75k Over 75k
5 Judgment and Decision Making, Vol. 4, No. 6, October 2009 Framing and tax progressiveness 465 The second part of the analysis was to examine the effects of gender, age, education, and income on tax preferences. One unexpected but notable trend was a quadratic relationship between income and tax preference (Figure 3), suggesting that people on incomes significantly below those of both Andy and Bob, had less of a preference for progressiveness than those whose income is approximately that of Bob s, or between that of Andy and Bob. To examine the significance of this effect, a multiple regression analysis was used, with proportion of tax paid by Andy as the dependent variable, and gender, age, education, income, and income-squared as the independent variables. To account for group differences across the 4 framing-units cells, experimental condition was recoded as a 4-level dummy independent variable. The model was a significant fit, F(8,281) = 6.76, p <.001, and as well as significant effects of the experimental conditions, there was a significant effect of income, (β = -0.60, t = 2.57, p =.01), income-squared, (β = -0.71, t = -3.05, p =.002), and a marginal effect of age (β = 0.09, t = 1.67, p =.096), suggesting older participants favored more progressiveness. One potential explanation for unexpected effect of income might be due to other factors being confounded with income. Most saliently, many of the people on low incomes might be retired, and so have significant assets, and a history of high earning, yet with a current low income. To examine this, the analysis was repeated excluding all participants aged 60 or over (in the UK few people retire before the age of 60). The same general pattern of results was seen, and most importantly, the effect of income-squared in the regression remained significant. This suggests retirement is not what drives the curvilinear association between income and progressiveness preferences. However, there may be other variables, which were not examined in this post hoc analysis, that could underlie this result, so conclusions from this relatively uncontrolled sample must be tentative. 4 Discussion People s preferences for tax progressiveness were affected both by framing the scenario in terms of income retained versus tax paid, and by describing the tax paid by individuals as percentages versus amounts. People preferred more progressive taxation when the scenario was described as percentages of income rather than absolute amounts of money. There was also an interaction: When taxation was described as absolute amounts of money, people preferred more progressiveness when thinking about post-tax income retained rather than amount of tax paid. There was no such effect for taxes described as percentages. The metric effect people preferring more progressiveness when tax is described as percentages of income rather than amounts replicated previous work by Mc- Caffery and Baron (2004), and reflects the fact that describing tax as an amount can give the impression of progressiveness even when the percentage tax rate is low. For example, if Andy and Bob in the experiment each paid 20% tax, Andy would pay 10,000 a year and Bob would pay 4,000. The framing effect for amounts was perhaps the most important novel finding of this experiment, building on the observation of Roberts et al. (1994). Participants preferred more progressive taxation when the magnitude of tax burden was described in terms of amount of money Andy and Bob had left after tax rather than the amount of money paid in tax. One possible explanation is that different framing conditions activate different notions of fairness. Framing the task as tax paid could lead participants to consider what constitutes a fair contribution to society. Framing the task as money left could lead participants to consider what is a fair amount of money for an individual to live on. It may also affect reference points: Tax paid framing could plausibly make people evaluate post-tax income relative to gross income, whereas money left could make people evaluate post-tax income relative to zero income. Another interesting finding was the fact that the metric effect was substantially smaller in the money left condition than the tax paid condition. Clearly this may be a finding specific to the values used in this experiment. On the other hand, if people are more consistent across units in the money left condition, it might be because they find that condition easier to represent, and exhibit more stable and firmly-held preferences in that condition. Research on attitudes towards progressiveness has largely used questions focusing on the amount of tax paid. There are obvious reasons for this, but if what matters to people and what is most readily represented is the amount of money they have in their pay check after tax has been deducted, it may suggest that asking about people s preferences described as money left rather than tax paid may reduce isolation effects (McCaffery & Baron, 2006b), focusing attention on the bottom line implications of different degrees of progressiveness, grounded in experience, rather than activating an abstract notion of what a fair amount of tax to pay is. Using money left framing could give a better insight into genuine preference, and possibly reduce metric effects and other framing or contextual biases.
6 Judgment and Decision Making, Vol. 4, No. 6, October 2009 Framing and tax progressiveness 466 References Alpizar, F., Carlsson, F., & Johansson-Stenman, O. (2005). How much do we care about absolute versus relative income and consumption? Journal of Economic Behavior and Organization, 56, De Martino, B., Kumaran, D., Seymour, B., et al. (2006). Frames, biases, and rational decision-making in the human brain, Science, 313, Edlund, J. (2003). Attitudes towards taxation: Ignorant and incoherent? Scandinavian Political Studies, 26, Kahneman, D., & Tversky, A. (1979) Prospect theory: An analysis of decision under risk. Econometrica, 47, Keen, M., Kim, Y., & Varsano, R. (2008). The flat tax(es) : principles and experience. International Tax and Public Finance, 15, Kirchler, E. (2007). The economic psychology of tax behaviour. Cambridge, UK: Cambridge University Press. Lewis, A. (1978). Perceptions of tax rates. British Tax Review, 6, McCaffery, E. J. & Baron, J. (2004). Framing and taxation: Evaluation of tax policies involving household composition, Journal of Economic Psychology, 25, McCaffery, E. J. & Baron, J. (2005). The political psychology of redistribution, UCLA Law Review, 52, McCaffery, E. J. & Baron, J. (2006a). Thinking about tax, Psychology, Public Policy, and Law, 12, McCaffery, E. J. & Baron, J. (2006b). Isolation effects and the neglect of indirect effects of fiscal policies, Journal of Behavioral Decision Making, 19, Musgrave, R. A. & Musgrave, P. B. (1989). Public finance in theory and practice. Fifth edition. New York: McGraw-Hill. Reimers, S., & Stewart, N. (2007). Adobe Flash as a medium for online experimentation: A test of RT measurement capabilities. Behavior Research Methods, 39, Roberts, M. L., Hite, P. A., & Bradley, C. F. (1994). Understanding attitudes toward progressive taxation. Public Opinion Quarterly, 58, Tversky, A. & Kahneman, D. (1981). The framing of decisions and the psychology of choice. Science, 211,
The Elasticity of Taxable Income: A Non-Technical Summary
The Elasticity of Taxable Income: A Non-Technical Summary John Creedy The University of Melbourne Abstract This paper provides a non-technical summary of the concept of the elasticity of taxable income,
Adaptive information source selection during hypothesis testing
Adaptive information source selection during hypothesis testing Andrew T. Hendrickson ([email protected]) Amy F. Perfors ([email protected]) Daniel J. Navarro ([email protected])
The Equity Premium in India
The Equity Premium in India Rajnish Mehra University of California, Santa Barbara and National Bureau of Economic Research January 06 Prepared for the Oxford Companion to Economics in India edited by Kaushik
PENSIONS POLICY INSTITUTE. Tax relief for pension saving in the UK
Tax relief for pension saving in the UK This report is sponsored by Age UK, the Institute and Faculty of Actuaries, Partnership and the TUC. The PPI is grateful for the support of the following sponsors
SOCIAL SECURITY REFORM: work incentives ISSUE BRIEF NO. 6. Issue Brief No. 6. work incentives
Introduction Issue Brief No. 6 Social Security Reform: work incentives This sixth and final Treasury issue brief on Social Security reform discusses Social Security s effect on work incentives and the
Dual payoff scenario warnings on credit card statements elicit suboptimal payoff decisions. Hal E. Hershfield a & Neal J. Roese b
*Title page with author identifiers Running head: DUAL PAYOFF SCENARIOS Dual payoff scenario warnings on credit card statements elicit suboptimal payoff decisions Hal E. Hershfield a & Neal J. Roese b
"SEO vs. PPC The Final Round"
"SEO vs. PPC The Final Round" A Research Study by Engine Ready, Inc. Examining The Role Traffic Source Plays in Visitor Purchase Behavior January 2008 Table of Contents Introduction 3 Definitions 4 Methodology
Statistical Bulletin. Annual Survey of Hours and Earnings, 2014 Provisional Results. Key points
Statistical Bulletin Annual Survey of Hours and Earnings, 2014 Provisional Results Coverage: UK Date: 19 November 2014 Geographical Areas: Country, European (NUTS), Local Authority and County, Parliamentary
Social Security Eligibility and the Labor Supply of Elderly Immigrants. George J. Borjas Harvard University and National Bureau of Economic Research
Social Security Eligibility and the Labor Supply of Elderly Immigrants George J. Borjas Harvard University and National Bureau of Economic Research Updated for the 9th Annual Joint Conference of the Retirement
Rafal Borkowski, Hipoteczna 18/22 m. 8, 91-337 Lodz, POLAND, E-mail: [email protected]
Rafal Borkowski, Hipoteczna 18/22 m. 8, 91-337 Lodz, POLAND, E-mail: [email protected] Krzysztof M. Ostaszewski, Actuarial Program Director, Illinois State University, Normal, IL 61790-4520, U.S.A., e-mail:
. In this case the leakage effect of tax increases is mitigated because some of the reduction in disposable income would have otherwise been saved.
Chapter 4 Review Questions. Explain how an increase in government spending and an equal increase in lump sum taxes can generate an increase in equilibrium output. Under what conditions will a balanced
Live Long and Prosper? Demographic Change and Europe s Pensions Crisis
10 November 2015, Brussels Live Long and Prosper? Demographic Change and Europe s Pensions Crisis Key Note Speech Dr. Jochen Pimpertz Head of Research Unit Public Finance, Social Security, Income and Wealth
Credit Card Market Study Interim Report: Annex 4 Switching Analysis
MS14/6.2: Annex 4 Market Study Interim Report: Annex 4 November 2015 This annex describes data analysis we carried out to improve our understanding of switching and shopping around behaviour in the UK
RetirementWorks. proposes an allocation between an existing IRA and a rollover (or conversion) to a Roth IRA based on objective analysis;
Roth IRA Rollover / Conversion RetirementWorks Among its functions, the Roth IRA Rollover / Conversion utility: proposes an allocation between an existing IRA and a rollover (or conversion) to a Roth IRA
Article: Main results from the Wealth and Assets Survey: July 2012 to June 2014
Article: Main results from the Wealth and Assets Survey: July 2012 to June 2014 Coverage: GB Date: 18 December 2015 Geographical Area: Region Theme: Economy Main points In July 2012 to June 2014: aggregate
The Burden of Financial and Property Debt, Great Britain, 2010 to 2012
The Burden of Financial and Property Debt, Great Britain, 2010 to 2012 Coverage: GB Date: 27 July 2015 Geographical Area: Region Theme: Economy Theme: People and Places Foreword Using the Wealth and Assets
Applying Behavioural Insights to Organ Donation: preliminary results from a randomised controlled trial
Applying Behavioural Insights to Organ Donation: preliminary results from a randomised controlled trial Introduction Last year over one million people registered to join the NHS Organ Donor Register, bringing
Two-Way ANOVA Lab: Interactions
Name Two-Way ANOVA Lab: Interactions Perhaps the most complicated situation that you face in interpreting a two-way ANOVA is the presence of an interaction. This brief lab is intended to give you additional
A framing effect is usually said to occur when equivalent descriptions of a
FRAMING EFFECTS A framing effect is usually said to occur when equivalent descriptions of a decision problem lead to systematically different decisions. Framing has been a major topic of research in the
Managing money online working as well as we think?
Managing money online working as well as we think? A behavioural economics study for the Keep Me Posted campaign Prepared by February 2015 About is one of Europe's leading specialist economics and policy
PUTTING SCIENCE BEHIND THE STANDARDS. A scientific study of viewability and ad effectiveness
PUTTING SCIENCE BEHIND THE STANDARDS A scientific study of viewability and ad effectiveness EXECUTIVE SUMMARY The concept of when an ad should be counted as viewable, what effects various levels of viewability
The Money Charity is the UK s leading financial capability charity.
The Money Charity is the UK s leading financial capability charity. We believe that being on top of your money means you are more in control of your life, your finances and your debts, reducing stress
1/27/2013. PSY 512: Advanced Statistics for Psychological and Behavioral Research 2
PSY 512: Advanced Statistics for Psychological and Behavioral Research 2 Introduce moderated multiple regression Continuous predictor continuous predictor Continuous predictor categorical predictor Understand
Usefulness of expected values in liability valuation: the role of portfolio size
Abstract Usefulness of expected values in liability valuation: the role of portfolio size Gary Colbert University of Colorado Denver Dennis Murray University of Colorado Denver Robert Nieschwietz Seattle
BENCHMARKING PERFORMANCE AND EFFICIENCY OF YOUR BILLING PROCESS WHERE TO BEGIN
BENCHMARKING PERFORMANCE AND EFFICIENCY OF YOUR BILLING PROCESS WHERE TO BEGIN There have been few if any meaningful benchmark analyses available for revenue cycle management performance. Today that has
1 Uncertainty and Preferences
In this chapter, we present the theory of consumer preferences on risky outcomes. The theory is then applied to study the demand for insurance. Consider the following story. John wants to mail a package
Do testosterone levels in females have influence on the distrust game, the beauty contest game, and risk-aversion?
Do testosterone levels in females have influence on the distrust game, the beauty contest game, and risk-aversion? Takafumi MATSUBA, Jun SATO and Kenya KURA Abstract One of the famous neuroscientific studies
HOW TO WRITE A LABORATORY REPORT
HOW TO WRITE A LABORATORY REPORT Pete Bibby Dept of Psychology 1 About Laboratory Reports The writing of laboratory reports is an essential part of the practical course One function of this course is to
Modelling of Labour Markets in the European Union Final Report Part IV - Illustrative Simulations
Modelling of Labour Markets in the European Union Final Report Part IV - Illustrative Simulations Johannes Berger, Christian Keuschnigg, Mirela Keuschnigg, Michael Miess, Ludwig Strohner, and Rudolf Winter-Ebmer
Composite performance measures in the public sector Rowena Jacobs, Maria Goddard and Peter C. Smith
Policy Discussion Briefing January 27 Composite performance measures in the public sector Rowena Jacobs, Maria Goddard and Peter C. Smith Introduction It is rare to open a newspaper or read a government
Main Effects and Interactions
Main Effects & Interactions page 1 Main Effects and Interactions So far, we ve talked about studies in which there is just one independent variable, such as violence of television program. You might randomly
The Elasticity of Taxable Income and the Implications of Tax Evasion for Deadweight Loss
The Elasticity of Taxable Income and the Implications of Tax Evasion for Deadweight Loss Jon Bakija, Williams College This draft: February 2014 Original draft: April 2011 I. The Elasticity of Taxable Income
Statistical Bulletin. The Effects of Taxes and Benefits on Household Income, 2011/12. Key points
Statistical Bulletin The Effects of Taxes and Benefits on Household Income, 2011/12 Coverage: UK Date: 10 July 2013 Geographical Area: UK and GB Theme: Economy Theme: People and Places Key points There
McKinsey Problem Solving Test Practice Test A
McKinsey Problem Solving Test Practice Test A 2013 APTMetrics, Inc. 1 Instructions McKinsey Problem Solving Test Practice Test Overview and Instructions This practice test has been developed to provide
SUBMISSION TO THE SOUTH AUSTRALIAN STATE TAX REVIEW
SUBMISSION TO THE SOUTH AUSTRALIAN STATE TAX REVIEW 1 April 2015 INTRODUCTION The Insurance Council of Australia (ICA) welcomes the opportunity of providing a submission to the Inquiry into the South Australian
Income Tax Liabilities Statistics 2012-13 to 2014-15
Coverage: United Kingdom Theme: The Economy Released: 13 February 2015 Next Release: May 2015 Frequency of release: Twice yearly (Jan/Feb and Apr/May) Income Tax Liabilities Statistics 2012-13 to 2014-15
An Empirical Investigation of Customer Defection & Acquisition Rates for Declining and Growing Pharmaceutical Brands
An Empirical Investigation of Customer Defection & Acquisition Rates for Declining and Growing Pharmaceutical Brands Erica Riebe and Byron Sharp, University of South Australia Phil Stern, University of
Personal current accounts in the UK
Personal current accounts in the UK An OFT market study Executive summary July 2008 EXECUTIVE SUMMARY Background The personal current account (PCA) is a cornerstone of Britain s retail financial system.
Predicting Successful Completion of the Nursing Program: An Analysis of Prerequisites and Demographic Variables
Predicting Successful Completion of the Nursing Program: An Analysis of Prerequisites and Demographic Variables Introduction In the summer of 2002, a research study commissioned by the Center for Student
Limits to tax relief and tax-free benefits
TAX LIMITS FINAL SALARY AND CAREER REVALUED BENEFITS SECTIONS Limits to tax relief and tax-free benefits Introduction Pension benefits earned by individuals in the UK, which qualify to receive tax relief,
Published entries to the three competitions on Tricky Stats in The Psychologist
Published entries to the three competitions on Tricky Stats in The Psychologist Author s manuscript Published entry (within announced maximum of 250 words) to competition on Tricky Stats (no. 1) on confounds,
Research. Investigation of Optical Illusions on the Aspects of Gender and Age. Dr. Ivo Dinov Department of Statistics/ Neuroscience
RESEARCH Research Ka Chai Lo Dr. Ivo Dinov Department of Statistics/ Neuroscience Investigation of Optical Illusions on the Aspects of Gender and Age Optical illusions can reveal the remarkable vulnerabilities
Media attribution: Optimising digital marketing spend in Financial Services
Media : Optimising digital marketing spend in Financial Services A multi touch study on the role of Facebook, display and search marketing in Financial Services. Executive summary Media solves the key
Energy efficiency and excess winter deaths: Comparing the UK and Sweden
Westgate House 2a Prebend Street London N1 8PT 020 7359 8000 [email protected] Energy efficiency and excess winter deaths: Comparing the UK and Sweden November 2013 1 Introduction David Cameron pledged in
Research Methods & Experimental Design
Research Methods & Experimental Design 16.422 Human Supervisory Control April 2004 Research Methods Qualitative vs. quantitative Understanding the relationship between objectives (research question) and
IBM SPSS Direct Marketing 23
IBM SPSS Direct Marketing 23 Note Before using this information and the product it supports, read the information in Notices on page 25. Product Information This edition applies to version 23, release
An Improved Measure of Risk Aversion
Sherman D. Hanna 1 and Suzanne Lindamood 2 An Improved Measure of Risk Aversion This study investigates financial risk aversion using an improved measure based on income gambles and rigorously related
Economic impacts of expanding the National Insurance Contributions holiday scheme Federation of Small Businesses policy paper
Economic impacts of expanding the National Insurance Contributions holiday scheme Federation of Small Businesses policy paper Overview This research paper sets out estimates for the economic and employment
IBM SPSS Direct Marketing 22
IBM SPSS Direct Marketing 22 Note Before using this information and the product it supports, read the information in Notices on page 25. Product Information This edition applies to version 22, release
Health Insurance Premiums for Seniors
Health Insurance Premiums for Seniors New Zealand Society of Actuaries Conference November 2008 By Robert Cole Introduction This paper looks at health insurance premiums for seniors (older ages generally
HANDOUTS Property Taxation Review Committee
HANDOUTS Property Taxation Review Committee Legislative Services Agency September 1, 2004 Criteria For Good Proposals for Property Tax Reform Dr. Thomas Pogue, University of Iowa DISCLAIMER The Iowa General
An Extension Model of Financially-balanced Bonus-Malus System
An Extension Model of Financially-balanced Bonus-Malus System Other : Ratemaking, Experience Rating XIAO, Yugu Center for Applied Statistics, Renmin University of China, Beijing, 00872, P.R. China Phone:
Financial incentives, personal information and dropout rate in online studies
Financial incentives, personal information and dropout rate in online studies A. Frick 1, M. T. Bächtiger & U.-D. Reips Whereas in a classical laboratory setting participants often feel compelled to stay
FISCAL INCENTIVES AND RETIREMENT SAVINGS Project Outline 2014-2015
FISCAL INCENTIVES AND RETIREMENT SAVINGS Project Outline 2014-2015 The OECD argues in favour of complementary private pension savings to boost overall saving for retirement. Financial incentives may be
Discouraged workers - where have they gone?
Autumn 1992 (Vol. 4, No. 3) Article No. 5 Discouraged workers - where have they gone? Ernest B. Akyeampong One of the interesting but less publicized labour market developments over the past five years
The application of root cause analysis for definition of scenarios in automotive domain
The application of root cause analysis for definition of scenarios in automotive domain M. Alonso (2) ; L. Macchi (1) ; M. Marchitto (3) ; J. Plaza (2) (1)European Commission Joint Research Centre, IPSC
OECD PROJECT ON FINANCIAL INCENTIVES AND RETIREMENT SAVINGS Project Outline 2014-2016
OECD PROJECT ON FINANCIAL INCENTIVES AND RETIREMENT SAVINGS Project Outline 2014-2016 The OECD argues in favour of complementary private pension savings to boost overall saving for retirement. Financial
The Treatment of Tax Credits in the National Accounts
The Treatment of Tax Credits in the National Accounts Summary The recording of tax credits in the system of national accounts is an issue of increasing importance. There is no guidance in the existing
A GENERALIZATION OF THE PFÄHLER-LAMBERT DECOMPOSITION. Jorge Onrubia Universidad Complutense. Fidel Picos REDE-Universidade de Vigo
A GENERALIZATION OF THE PFÄHLER-LAMBERT DECOMPOSITION Jorge Onrubia Universidad Complutense Fidel Picos REDE-Universidade de Vigo María del Carmen Rodado Universidad Rey Juan Carlos XX Encuentro de Economía
The Family Tax Cut. Ottawa, Canada 17 March 2015 www.pbo-dpb.gc.ca
Ottawa, Canada 17 March 215 www.pbo-dpb.gc.ca The mandate of the Parliamentary Budget Officer (PBO) is to provide independent analysis to Parliament on the state of the nation s finances, the government
Best Practice in Web Design
Best Practice in Web Design Irrespective of whether you are intending to use a flat 'brochureware' website or an interactive e- commerce site, the overall look and feel of your website will play an important
Organizing Your Approach to a Data Analysis
Biost/Stat 578 B: Data Analysis Emerson, September 29, 2003 Handout #1 Organizing Your Approach to a Data Analysis The general theme should be to maximize thinking about the data analysis and to minimize
EFFECT OF SHARED INFORMATION ON TRUST AND RELIANCE IN A DEMAND FORECASTING TASK
PROCEEDINGS of the HUMAN FACTORS AND ERGONOMICS SOCIETY 5th ANNUAL MEETING 26 25 EFFECT OF SHARED INFORMATION ON TRUST AND RELIANCE IN A DEMAND FORECASTING TASK Ji Gao, John D. Lee 2 Intel Corporation,
Key Findings ASIC Report 419. Australian Financial Attitudes and Behaviour Tracker Wave 1: March August 2014
ASIC Report 419 Wave 1: March August 2014 Australian Securities and Investments Commission December 2014 Contents INTRODUCTION 3 KEY FINDINGS 9 Financial attitudes 10 Keeping track of finances 11 Planning
The Long Term Effect of Vocational Qualifications on Labour Market Outcomes
BIS RESEARCH PAPER NUMBER 47 The Long Term Effect of Vocational Qualifications on Labour Market Outcomes JUNE 2011 1 Authors: Pietro Patrignani and Gavan Conlon London Economics The views expressed in
Spending Money on Others Promotes Happiness
Spending Money on Others Promotes Happiness Elizabeth W. Dunn 1, Lara B. Aknin 1, Michael I. Norton 2 1 University of British Columbia, 2 Harvard Business School Abstract While much research has examined
Branding and Search Engine Marketing
Branding and Search Engine Marketing Abstract The paper investigates the role of paid search advertising in delivering optimal conversion rates in brand-related search engine marketing (SEM) strategies.
Rehabilitation Versus Incarceration of Juvenile Offenders: Public Preferences in Four Models for Change States Executive Summary
Rehabilitation Versus Incarceration of Juvenile Offenders: Public Preferences in Four Models for Change States Executive Summary Alex Piquero and Laurence Steinberg Over the past few decades, American
The Taxable Income Elasticity and the Implications of Tax Evasion for Deadweight Loss. Jon Bakija, April 2011
The Taxable Income Elasticity and the Implications of Tax Evasion for Deadweight Loss Jon Bakija, April 2011 I. The Taxable Income Elasticity Literature Traditionally, the microeconometric literature on
A Guide to the Pension Options
A Guide to the Pension Options James A. Chalfant and Helen L. Henry 1 Explanatory note: the purpose of this document is to go beyond the requests for tables showing simple, hypothetical results for new
ECJ Upholds Swedish Rules on Taxation of Beer, Wine by Tom O'Shea
ECJ Upholds Swedish Rules on Taxation of Beer, Wine by Tom O'Shea The European Court of Justice on April 8 issued its judgment in European Commission v. Sweden (C-167/05), ruling that Sweden's tax treatment
Eye-contact in Multipoint Videoconferencing
Eye-contact in Multipoint Videoconferencing Birgit Quante and Lothar Mühlbach Heinrich-Hertz-Institut für Nachrichtentechnik Berlin GmbH (HHI) Einsteinufer 37, D-15087 Berlin, Germany, http://www.hhi.de/
How Not to Count the Poor? A Reply to Reddy and Pogge
How Not to Count the Poor? A Reply to Reddy and Pogge Martin Ravallion 1 Reddy and Pogge (2002) claim that the World Bank has systematically underestimated the extent of poverty in the world in the 1990s,
Messaging and the Mandate: The Impact of Consumer Experience on Health Insurance Enrollment Through Exchanges
Messaging and the Mandate: The Impact of Consumer Experience on Health Insurance Enrollment Through Exchanges By Natalie Cox, Benjamin Handel, Jonathan Kolstad, and Neale Mahoney At the heart of the Affordable
