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Freakonomics: A Rogue Economist Explores the Hidden Side of Everything is the debut non-fiction book by University of Chicago economist Steven Levitt and New York Times journalist Stephen J. Dubner . Published on April 12, 2005, by William Morrow , the book has been described as melding pop culture with economics . By late 2009, the book had sold over 4 million copies worldwide. Based on the success of the original book, Levitt and Dubner have grown the Freakonomics brand into a multi-media franchise, with a sequel book, a feature film, a regular radio segment on National Public Radio , and a weekly blog.

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102-446: The book is a collection of articles written by Levitt, an economist who had gained a reputation for applying economic theory to diverse subjects not usually covered by "traditional" economists. In Freakonomics , Levitt and Dubner argue that economics is, at root, the study of incentives . The book's chapters cover: One example of the authors' use of economic theory involves demonstrating the existence of cheating among sumo wrestlers. In

204-701: A documentary film adaptation with a budget of nearly $ 3 million in an anthology format by directors Seth Gordon , Morgan Spurlock , Alex Gibney , Eugene Jarecki , Rachel Grady , and Heidi Ewing . It was the Closing Night Gala premiere film at the Tribeca Film Festival on April 30, 2010. It was also the Opening Night film at the AFI/Discovery SilverDocs film festival on June 21, 2010. Magnolia Pictures acquired distribution rights for

306-570: A Fall 2010 release. Freakonomics: The Movie was released in major cities with a pay what you want pricing offer for selected preview showings. No report of the results has yet been published. In 2009, Levitt co-founded Freakonomics Consulting Group, a business and philanthropy consulting company which became The Greatest Good and is now known as TGG Group . Founding partners include Nobel laureates Daniel Kahneman and Gary Becker , as well as several other prominent economists. Incentive In general, incentives are anything that persuade

408-677: A concession". The dismissal of the first half of Lott's suit was unanimously upheld by the United States Court of Appeals for the Seventh Circuit on February 11, 2009. Freakonomics peaked at number two among nonfiction on The New York Times Best Seller list and was named the 2006 Book Sense Book of the Year in the Adult Nonfiction category. The book received positive reviews from critics. The review aggregator Metacritic reported

510-457: A decrease in individuals’ desire to volunteer and people eventually stop contributing due to the rewards attached. For example, if monetary incentives are offered for voluntary blood donation, it will have a negative effect on the number of people donating blood. Extrinsic incentives offered to unmotivated students can potentially have positive short-run effects on education. However, the use of extrinsic incentives in education has been opposed on

612-485: A delegated task, and an adverse selection could exist as principals usually have insufficient knowledge on the agents’ capabilities and face difficulties in selecting the agent best suited for a task. In instances where principals have contradicting goals with the agents, agents would have an incentive to shirk and to leak information to competing principals. Self-interested agents may also want to maximize their own interest by lying or deliberately hiding information from

714-406: A fair amount of incentives for both low-paid and other employees, incentives for low-paid workers can be breaks rather than monetary incentives. Motivating employees with financial rewards may make a difference. That's because if the company is profitable in the first year, it may have plenty of bonuses to hand out to employees. However, if the company makes less money in the second year than it did in

816-455: A firm want their agents to work for the principals' best interests, but agents often have different goals than the principals. Due to this problem of misaligned incentives, firms must design compensation plans to induce workers to act in the firm's best interest and generate a level of output that maximizes the firm's profits. The problem of asymmetric information means that the principal does not know exactly how to motivate its agents to act in

918-624: A method of filtering out low productivity workers or workers who lack the personal characteristics that those firms are searching for. Production is increasingly organized around teams in many large firms. Teamwork may enhance company productivity for firms that encounter multidimensional, complex problems. A firm may be able to solve a complex task which requires a high level of various different skills by assigning it to expert workers with complementary skills. Due to constantly advancing technologies, seldom does an individual employee have an absolute advantage across all skills that are required to solve

1020-591: A number of papers in different academic publications that had replicated Lott's work, Levitt wrote that the work by authors supporting Lott in a special 2001 issue of The Journal of Law and Economics had not been peer-reviewed, alleged that Lott had paid the University of Chicago Press to publish the papers, and that papers with results opposite of Lott's had been blocked from publication in that issue. A federal judge found that Levitt's replication claim in Freakonomics

1122-400: A particular party engage in a risky behaviour because it fails to bear the full costs of that risk. On the other hand, an adverse selection occur when there is a asymmetric information between different parties. As such, adverse selection often creates an incentive for plans to inefficiently distorts benefits. As incentive can bring conflicts between parties involve, effective management plan

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1224-677: A person or organization to alter their behavior to produce the desired outcome. The laws of economists and of behavior state that higher incentives amount to greater levels of effort and therefore higher levels of performance. For comparison, a disincentive is something that discourages from certain actions. An incentive is a powerful tool to influence certain desired behaviors or action often adopted by governments and businesses. Incentives can be broadly broken down into two categories: intrinsic incentives and extrinsic incentives. Overall, both types of incentives can be powerful tools often employ to increase effort and higher performance according to

1326-468: A positive work culture that emphasizes cooperation, teamwork, and social responsibility. However, non-monetary incentives also have some limitations and undesirable consequence. For instance, it can be less effective in motivating individuals who are primarily motivated by monetary incentives such as financial rewards. This may be especially true for individuals who are in low-paying jobs or who face significant financial stress or insecurity. Another concern

1428-420: A positive work culture, and promoting social responsibility. Ultimately, the most effective incentive programs will likely incorporate a combination of monetary and non-monetary incentives to create a positive and comprehensive approach to motivation and performance. The economic analysis of incentives focuses on the systems that determine the incentives needed for an agent to achieve a desired outcome dictated by

1530-821: A punishment for free-riding that makes the value of ‘X’ less than 40. This would ensure that both team members’ dominant strategy in Game 1 is to work hard and the Nash equilibrium is (Work Hard, Work Hard). In contrast, some studies have shown that peer pressure and employees’ intrinsic incentive to perform well in a team environment may mitigate the free-rider problem associated with team-based incentives. Such case studies demonstrate that team incentives increase firm productivity in settings that involve complex, interdependent production where peer pressure and intrinsic incentives outweigh selfish preferences. Peer rating system can also be introduced for team members to rate each other's contribution to

1632-482: A rebuttal of their own and said that even after analyzing the data using the methods that Levitt and Donohue recommend, the data does not show a positive correlation between abortion rates and crime rates. They are quick to point out that this does not necessarily disprove Levitt's thesis, however, and emphasize that with data this messy and incomplete, it is in all likelihood not even possible to prove or disprove Donohue and Levitt's conclusion. Freakonomics commented on

1734-453: A result, employees begin to believe that they deserve to earn rewards for doing certain things, not for the benefit of the firm but rather for their own benefit, which leads to them shirking if no extrinsic incentive is offered in return for high effort. Nonetheless, incentives (both intrinsic and extrinsic) can be beneficial in altering a person's behavior and can be effectively used and executed within many different areas of life including in

1836-414: A reward of a long-term price increase of the stock, or were found to have fabricated the accounting information to give the illusion of economic success and to retain their incentive-based pay. Furthermore, it has been found to be extremely costly for firms to incentivize CEOs with stock options. Nevertheless, firms are forced to pay substantial amounts of money to ensure that CEOs act in the best interest of

1938-677: A sense of purpose, a desire for personal fulfillment or growth, a need for social recognition or status, or other non-financial factors. By providing these types of incentives tend to boost employees' job satisfaction as they feel more appreciated for their efforts and lower turnover rates. Compared to monetary incentives, studies have shown that employees find non-monetary incentives more memorable as they are separated from normal pay and hence are more distinguishable. In addition, non-monetary incentives are known to promote long-term commitment and loyalty among employees Effective use of non-monetary incentives can positively influence employees’ perception of

2040-524: A study about crime, not abortion. In 2003, Theodore Joyce argued that legalized abortion had little impact on crime, contradicting Donohue and Levitt's results ("Did Legalized Abortion Lower Crime?" Journal of Human Resources , 2003, 38(1), pp. 1–37). In 2004, the authors published a response, in which they argued that Joyce's argument was flawed due to omitted-variable bias . In November 2005, Federal Reserve Bank of Boston economist Christopher Foote and his research assistant Christopher Goetz published

2142-418: A sumo tournament, all wrestlers in the top division compete in 15 matches and face demotion if they do not win at least eight of them. The sumo community is very close-knit, and the wrestlers at the top levels tend to know each other well. The authors looked at the final match, and considered the case of a wrestler with seven wins, seven losses, and one fight to go, fighting against an 8–6 wrestler. Statistically,

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2244-442: A task. Research findings show that imposing a penalty on free riders is useful in decreasing the tendency of free riding. Incentives are arguably beneficial in increasing productivity, however, they can also have an adverse effect on the firm. This is evident through the ratchet effect . A firm may use its observation of an employee's output level when they are first employed as a guide to set performance standard and objectives for

2346-457: A team. Researchers found a positive relationship between team-based incentive and employees’ work efficacy, stability, and salary as well as company output. Research shows that employees prefer individual-based incentives over team-based incentives due to a few reasons. Firstly, they believe that team-based incentives are prone to unfairness. Employees with more contributions may be discouraged from seeing employees that contributed less receiving

2448-544: A working paper, in which they argued that the results in Donohue and Levitt's abortion and crime paper were due to statistical errors made by the authors: the omission of state-year interactions and the use of the total number of arrests instead of the arrest rate in explaining changes in the murder rate. When the corrections were made, Foote and Goetz argued that abortion actually increased violent crime instead of decreasing it and did not affect property crime. They even concluded that

2550-428: Is b ), but rather of its sum with the indirect effect (the effect f of x on z times the effect c of z on y ). Thus by omitting the variable z from the regression, we have estimated the total derivative of y with respect to x rather than its partial derivative with respect to  x . These differ if both c and f are non-zero. The direction and extent of the bias are both contained in cf , since

2652-411: Is because urban, educated women were more likely to have abortions prior to the policy change, and the relative number of children born to this type of woman increased after the ban. However, controlling for composition using observable background variables, children born after the ban on abortions had worse educational and labor market achievements as adults. Additionally, I provide evidence of crowding in

2754-400: Is non-zero if the omitted variable z is correlated with any of the included variables in the matrix X (that is, if X′Z does not equal a vector of zeroes). Note that the bias is equal to the weighted portion of z i which is "explained" by x i . The Gauss–Markov theorem states that regression models which fulfill the classical linear regression model assumptions provide

2856-520: Is one thing; to be simply incorrect quite another." In January 2006, Donohue and Levitt published a response, in which they admitted the errors in their original paper but also pointed out Foote and Goetz's correction was flawed due to heavy attenuation bias. The authors argued that, after making necessary changes to fix the original errors, the corrected link between abortion and crime was now weaker but still statistically significant, contrary to Foote and Goetz's claims. Foote and Goetz, however, soon produced

2958-479: Is performance-based pay where incentives are paid based on employees' productivity or output over a particular period of time. Some methods are commission-based where the employee, for example a salesperson, receives a payment directly correlated to their output level. Firms also pay additional wages or rewards for employees who work overtime and for their additional work above firm expectations. Expectancy theory implies that, provided employees place sufficient value on

3060-459: Is possible to manage the crowding-out effects by utilising a principal-agent model that incorporates nonstandard assumptions. For instance, a monetary incentive may come in the forms of profit sharing , bonuses, stock options or even paid vacation time. As such, a well-chosen monetary incentive programs can produce positive motivation and influence the productivity and output of individuals and firms. A common monetary incentive system used by firms

3162-414: Is required to resolve incentive conflicts. A misaligned incentive refers to a situation where the goals of different parties involved in a particular situation such as a firm or system are not aligned and may even conflict with each other. Misaligned incentives can potentially arise in many other contexts, such as in government policies, healthcare, education, and environmental regulations. Principals within

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3264-408: Is strong enough to ensure that each worker's individual payoff from exerting the level of effort that allows the company to maximize its profits is greater than their individual payoff from free riding on the efforts of other team members. Using Game theory to illustrate this, firms need to implement a team-based incentive that results in the value of ‘Y’ in Game 1 being greater than 100 and enforce

3366-580: Is that non-monetary incentives may be more difficult to quantify and evaluate than monetary incentives. This may create several challenges for a firm or organisation to design and implement effective incentive programs that are aligned with their goals and objectives. Overall, both monetary and non-monetary incentives are important tools to influence individual and organizational behavior. While monetary incentives may be more effective for some individuals or in some contexts, non-monetary incentives can be equally effective in promoting long-term commitment, fostering

3468-405: Is to improve productivity. Compensation can not only stimulate the ability of workers to produce output, but also improve the enthusiasm of employees to work, thus promoting business development. A rise in pay variance across the firm reflects an increased demand for highly productive workers, and therefore compensation has begun shifting towards pay-for-performance . This helps employees recognize

3570-933: Is when a person is motivated to act in a certain way for their own personal satisfaction without seeking any external reward, nor facing any external pressure to perform the task. For instance, a singer who enjoys singing may be intrinsically motivated to spend several hours a day to improve their performance without receiving any recognition or awards from others. Often, intrinsic incentives are useful in increasing one's empowerment, utility level, and autonomy and can reinforce employees’ work involvement and commitment. Intrinsic incentives and extrinsic incentives are both important in driving people's behavior. Experts believe that intrinsic incentives are stronger motivators compared to extrinsic incentives as they increase employees’ work engagement and genuine enjoyment of work. However, people's intrinsic motivation tends to decrease when they are offered too many extrinsic rewards. In order to maintain

3672-467: The Chicago school system is inferred from detailed analysis of students' answers to multiple-choice questions. Levitt asks, "What would the pattern of answers look like if the teacher cheated?", and hypothesizes that the more difficult questions found at the end of test sections will be answered correctly more frequently than the easy questions at the beginning of test sections. In Chapter 2 of Freakonomics ,

3774-512: The Revised and Expanded Edition of the book was published, with the most significant corrections in the second chapter. The authors started their own Freakonomics blog in 2005. In May 2007, writer and blogger Melissa Lafsky was hired as the full-time editor of the site. In August 2007, the blog was incorporated into The New York Times ' web site – the authors had been writing joint columns for The New York Times Magazine since 2004 – and

3876-625: The Self-perception theory , humans constantly seek explanations for their behavior. When individuals are involved in volunteering activities, they most likely perceive themselves as prosocial and altruistic, and attach a symbolic price to the act of volunteering. When a monetary reward is attached to an otherwise prosocial activity such as volunteering, people may perceive that their originally altruistic actions are now linked to extrinsic incentives, causing their self-image benefit and prosocial motivation to decrease. A crowding-out effect leads to

3978-511: The University of Michigan , retorts that the paper cited by Freakonomics states "virtually the opposite of what is actually claimed": On average, children born in 1967 just after abortions became illegal display better educational and labor market achievements than children born prior to the change. This outcome can be explained by a change in the composition of women having children: urban, educated women were more likely to have abortions prior to

4080-467: The most efficient , linear and unbiased estimators. In ordinary least squares , the relevant assumption of the classical linear regression model is that the error term is uncorrelated with the regressors. The presence of omitted-variable bias violates this particular assumption. The violation causes the OLS estimator to be biased and inconsistent . The direction of the bias depends on the estimators as well as

4182-409: The transpose of a matrix and the -1 superscript is matrix inversion ). Substituting for Y based on the assumed linear model, On taking expectations, the contribution of the final term is zero; this follows from the assumption that U is uncorrelated with the regressors X . On simplifying the remaining terms: The second term after the equal sign is the omitted-variable bias in this case, which

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4284-502: The "Revised and Expanded Edition" this embellishment was noted and corrected: "Several months after Freakonomics was first published, it was brought to our attention that this man's portrayal of his crusade, and various other Klan matters, was considerably overstated ... we felt it was important to set straight the historical record." Freakonomics has been criticized for being a work of sociology or criminology , rather than economics. Israeli economist Ariel Rubinstein criticized

4386-415: The "law of behavior." Incentives are most studied in the area of personnel economics where economic analysts, such as those who take part in human resources management practices, focus on how firms make employees more motivated, through pay and career concerns, compensation and performance evaluation, to motivate employees and best achieve the firms' desired performance outcomes. An intrinsic incentive

4488-404: The 1970s psychologists began exploring the relationship between extrinsic and intrinsic motivation whilst economists were simultaneously studying the "crowding-out" effects of monetary incentives. This came as a result of Richard Titmuss' 1970 publication, "The Gift Relationship", which explained how the constant use of extrinsic incentives can result in conflict with intrinsic motivators and lead to

4590-473: The 7–7 wrestler should have a slightly below even chance, since the 8–6 wrestler is slightly better. However, the 7–7 wrestler actually wins around 80% of the time. Levitt uses this statistic and other data gleaned from sumo wrestling matches, along with the effect that allegations of corruption have on match results, to conclude that those who already have eight wins collude with those who are 7–7 and let them win, since they have already secured their position for

4692-451: The CEOs are appropriately incentivized, CEOs can be made the substantial owners of the company's stock by the board of directors. CEOs that own a portion of the company's stock will have an incentive to work towards the common best interest of themselves and the company shareholders. Threat to dismiss the CEOs for unsatisfactory performance can also act as an incentive to reinforce the performance of

4794-410: The CEOs, which can in turn maximize the company's value. The possibility of dismissal will increase CEOs’ accountability for their own actions considering that the possible dismissal would likely lead to a poor reputation for themselves. As a result, a potential increase in work engagement and performance can be seen. Apart from monetary incentives, non-monetary incentives also play a part in increasing

4896-492: The action, constant incentives have to be provided. This is known as the Overjustification Effect . While both types of incentive are a fundamental concept in economics that play a crucial role in motivating behavior, the extent to which and how they influence individual may depend on varies factors. Factors to consider may include the type of activity being incentivized, the individual's personal values and goals, and

4998-587: The assumed specification is incorrect in that it omits an independent variable that is a determinant of the dependent variable and correlated with one or more of the included independent variables. Suppose the true cause-and-effect relationship is given by: with parameters a, b, c , dependent variable y , independent variables x and z , and error term u . We wish to know the effect of x itself upon y (that is, we wish to obtain an estimate of b ). Two conditions must hold true for omitted-variable bias to exist in linear regression : Suppose we omit z from

5100-560: The authors wrote of their visit to folklorist Stetson Kennedy 's Florida home where the topic of Kennedy's investigations of the Ku Klux Klan were discussed. However, in their January 8, 2006 column in The New York Times Magazine , Dubner and Levitt wrote of questions about Stetson Kennedy's research ("Hoodwinked", pp. 26–28) leading to the conclusion that Kennedy's research was at times embellished for effectiveness. In

5202-418: The basis of their absolute performance and output, but instead based on their performance relative to other employees in the same position within the organization. Ceteris paribus , the larger the difference in compensation between one position to the next, the greater the incentive to exert more effort in order to achieve a promotion. However, that incentive is diminished as the size of the firm (and therefore

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5304-399: The basis that they are morally corrupt and have the potential to crowd out intrinsic incentives for educational effort. Furthermore, there is scarce empirical evidence to support the success of monetary incentives awarded for educational outputs such as academic achievement as opposed to educational inputs such as attendance and enrolment. The dynamic effects of incentives are evident in

5406-448: The best outcome, an optimal incentive scheme must be designed to motivate the worker to increase their productivity. Research shows that if a principal offers a high incentive, the agent will also recompense with a higher effort. However, in this relationship, an informal advantage usually exists among agents over the principal. A moral hazard could be present where principals are unable to know for sure if agents are giving their all on

5508-500: The book for making use of dubious statistics and complained that "economists like Levitt ... have swaggered off into other fields", saying that the "connection to economics ... [is] none" and that the book is an example of "academic imperialism". Arnold Kling has suggested the book is an example of "amateur sociology". It was the subject of the inaugural episode of If Books Could Kill , a podcast discussing best-selling non-fiction books that contain ideas, or are based on premises, that

5610-431: The book had an average score of 67 out of 100, based on 16 reviews, indicating generally favorable reviews". In the issue July/August 2005 of Bookmarks ' , a magazine that aggregates critic reviews of books, the book received a [REDACTED] [REDACTED] [REDACTED] [REDACTED] [REDACTED] (3.5 out of 5) with the summary stating, "Levitt and Dubner’s continued partnership uncovers entertaining tales of

5712-511: The broader debate on abortion. From a pro-life view of the world: If abortion is murder then we have a million murders a year through abortion. And the few thousand homicides that will be prevented according to our analysis are just nothing—they are a pebble in the ocean relative to the tragedy that is abortion. So, my own view, when we [did] the study and it hasn't changed is that: our study shouldn't change anybody's opinion about whether abortion should be legal and easily available or not. It's really

5814-432: The company's image as well as increase the morale of firms. Compared to monetary incentives, non-monetary incentives hold a stronger and longer-lasting influence on employees’ motivation as it results in a higher utility level. Employees with higher job satisfaction and morale were found to have better overall performance, contribution and hence higher productivity. Another advantage of non-monetary incentives that it allows

5916-433: The complicated problems that firms face, hence team collaboration is crucial and beneficial to ensure the success of a team. Individualized incentives are said to be dysfunctional in an interdependent working environment where individual performance is difficult to observe and so firms may opt for team-based incentives instead. Team-based incentive refers to the incentive system that rewards employees based on performance of

6018-401: The context in which the incentive is offered. A well-designed incentive system should take into account to avoid unintended consequences and ensure that they align with the desired outcomes. There are some parties who oppose the benefits of using extrinsic incentives and believe that they cause more harm than good. These opponents believe that the constant use of extrinsic incentives can lead to

6120-412: The context of education. Studies have demonstrated that the impact of monetary incentives is dependent on previous academic performance and individual ability. Monetary incentives tend to improve the academic results of high-ability students but have an adverse effect on the performance of students with lower aptitude. Ultimately, there is always potential for conflicts to arise, both in the short and in

6222-411: The crowding out of intrinsic incentives, which are also valuable performance motivators. When people are constantly being incentivized by external pressures, they neglect their intrinsic motives which could consequently be detrimental to their work ethic. Employees can become too comfortable with consistently gaining some reward for acting in a manner which is consistent with the interests of the firm. As

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6324-444: The desired behavior being "crowded out". In his publication, Titmuss argued that the use of monetary incentives was disrupting social norms around the idea of voluntary contribution and would ultimately have a crowding-out effect. He acknowledged that if the incentives are large enough, they are more likely to offset crowding-out effects (at least in the short run while the incentives are being offered). However, Titmuss noted that making

6426-466: The direct relationship between their work output and their reward. While incentive has become one of a powerful tool to motivate and influence certain behaviour or action, they can also have unintended consequences. Recent research indicated how extensive and intrinsic can come into conflict with other motivation. For example, a poorly designed incentive system can potentially lead to unintended behaviours and actions as such, individuals or companies gaming

6528-532: The domain Freakonomics.com became a redirect there. In March 2008, Annika Mengisen replaced Lafsky as the blog editor. The Freakonomics blog ended its association with The New York Times on March 1, 2011. Among the recurrent guest bloggers on the Freakonomics blog are Ian Ayres , Daniel Hamermesh , Eric A. Morris , Sudhir Venkatesh , Justin Wolfers and others. In 2008, Stephen Dubner asked for questions from

6630-482: The effect of police on crime." On April 10, 2006, political activist John Lott filed suit for defamation against Levitt and HarperCollins Publishers over the book and a series of emails to retired economist John B. McCall. In the book, Levitt and coauthor Dubner claimed that the results of Lott's research in More Guns, Less Crime had not been replicated by other academics. In the emails to McCall, who had pointed to

6732-415: The effect sought is b but the regression estimates b+cf . The extent of the bias is the absolute value of cf , and the direction of bias is upward (toward a more positive or less negative value) if cf > 0 (if the direction of correlation between y and z is the same as that between x and z ), and it is downward otherwise. As an example, consider a linear model of the form where We collect

6834-457: The effects of an abortion ban in Romania ( Decree 770 ), stating that "Compared to Romanian children born just a year earlier, the cohort of children born after the abortion ban would do worse in every measurable way: they would test lower in school, they would have less success in the labor market, and they would also prove much more likely to become criminals. (p. 118)". John DiNardo, a professor at

6936-446: The firm's best interests. Consequently, compensation plans are difficult for firms to design. The principal-agent theory is used as the guiding framework when aligning incentives with the employee's effort to obtain the efficient level of output for the firm. For example, a manager may want a certain level of output from an employee but does not know the capabilities of the employee in the presence of imperfect monitoring, and to achieve

7038-453: The firm. For example, some corporate policies popular during the 1990s aimed to encourage productivity have led to failures as a result of unintended consequences. Moreover, providing stock options was intended to boost CEO productivity through offering a remunerative incentive to align the CEOs' interests with those of the shareholders to improve company performance. However, CEOs were found to either make good decisions which resulted in

7140-430: The firms. Incentives can have a bipolar effect on the company. On the one hand, the company's incentives to employees may create a pay gap. For example, low-paid employees may reduce their production or contribution to the company. Low-paid employees and high-paid employees may not be able to communicate and cooperate effectively, causing low-paid employees to gradually lose their enthusiasm for work. Firms should provide

7242-486: The first year, the company may not be able to give employees the same bonuses as in the first year even though they put in the same effort. This also reduces employees' motivation to work. Therefore, incentives may be counterproductive. Firm can provide other types of incentives rather than monetary incentives, such as promotion or vacation breaks for high-performing employees. When it comes to volunteering activities, monetary incentives can bring negative effects. According to

7344-668: The following tournament. Despite condemnation of the claims by the Japan Sumo Association following the book's publication in 2005, the 2011 Grand Tournament in Tokyo was canceled for the first time since 1946 because of allegations of match-fixing. The authors attempt to demonstrate the power of data mining , as a number of their results emerge from Levitt's analysis of various databases. The authors posit that various incentives encourage teachers to cheat by assisting their students with multiple-choice high-stakes tests . Such cheating in

7446-451: The framing of the rewards. For example, in cadaveric organ donation , funeral aids are perceived to be more ethical (particularly in showing gratitude and honoring the deceased donor) and potentially increase donation willingness than direct cash payments of the same monetary value. Non-monetary incentives can act as an impactful reward system to employees with superior performance that is independent to predetermined targets. They refer to

7548-444: The future. Knowing this, an employee may deliberately reduce their output level when first employed or hide their ability to produce at a higher output with the intent of exploiting being rewarded in the future when they strategically increase their output level. Best performances of employees can be limited from it. Thus, the ratchet effect can significantly diminish production levels of a firm and planned economies. Additionally, in

7650-435: The hosts view as inaccurate, problematic and potentially harmful. Revisiting a question first studied empirically in the 1960s, Donohue and Levitt argue that the legalization of abortion can account for almost half of the reduction in crime witnessed in the 1990s. This paper has sparked much controversy, to which Levitt has said: The numbers we're talking about, in terms of crime, are absolutely trivial when you compare it to

7752-535: The incentives too large could also have an adverse effect due to the possibility of negative inferences being drawn from the size of the incentives. Crowding-out effects can also occur when temporary incentives are removed in the long run. In the workplace, the complete removal of extrinsic incentives can result in employee effort levels being lower than they were when the incentives were offered, thereby hindering motivation and performance. Incentives are not always effective at aligning employees' incentives with those of

7854-534: The interests of the firm and maximize their output, but also to influence the type and quality of workers that they attract. This is known as the self-selection or sorting effect of incentives. For example, empirical studies have shown that firms which implement pay-for-performance rather than fixed wage compensation schemes tend to attract more productive workers who are less risk averse. Greater risk aversion reduces workers' willingness to work for variable as opposed to fixed pay. Accordingly, firms may use incentives as

7956-413: The long run, during the application of incentives in different areas, as incentives that seek to change behaviors can crowd-out intrinsic motivators. A growing pool of evidence suggests that economists must broaden their focus when exploring the effects of incentives as the effect they have is largely dependent on how they are designed and specifically how they interact with intrinsic and social motivators in

8058-439: The majority of women who had abortions in the 1970s were middle class whites rather than low income minorities as Levitt stated; this was, they stated, because white middle-class women had the financial means for an abortion. The Economist remarked on the news of the errors that "for someone of Mr Levitt's iconoclasm and ingenuity, technical ineptitude is a much graver charge than moral turpitude. To be politically incorrect

8160-528: The many quirks of human behavior". The book received a 74% from The Lit Review based on eighteen critic reviews. The success of the book has been partly attributed to the blogosphere . In the campaign prior to the release of the book in April 2005, the publisher ( William Morrow and Company ) chose to target bloggers in an unusually strategic way, sending galley copies to over a hundred of them, as well as contracting two specialized buzz marketing agencies. In 2006

8262-445: The monetary incentive to justify their extra effort and perceive that greater effort will result in better performance, such incentives can motivate employees to maintain high levels of effort and discourage shirking. This in turn increases the individual productivity of workers and the overall productivity of the firm. Other monetary incentives are less direct, such as awarding periodic, discretionary bonuses to top performers, offering

8364-415: The observations of all variables subscripted i = 1, ..., n , and stack them one below another, to obtain the matrix X and the vectors Y , Z , and U : and If the independent variable z is omitted from the regression, then the estimated values of the response parameters of the other independent variables will be given by the usual least squares calculation, (where the "prime" notation means

8466-541: The policy change, so a higher proportion of children were born into urban, educated households. (Pop-Eleches, 2002, p. 34). Levitt responded on the Freakonomics Blog that Freakonomics and Pop-Eleches "are saying the same thing": Here is the abstract of the version of the Pop-Eleches paper that we cited: ...Children born after the abortion ban attained more years of schooling and greater labor market success. This

8568-445: The possibility of a promotion to a higher-paying position or profit sharing for team projects. Alternatively, firms can also incentivize their employees to perform by threatening to demote or terminate them for poor performance. When employees feel that their careers are in jeopardy, they are more likely to increase their efforts. Monetary incentives do affect the effort and average performance of employees but are likely dependent on

8670-675: The potential candidates for promotion) increases. Firms must address the risk that a relative compensation scheme could incentivize uncooperative behavior amongst co-workers. Accordingly, firms encounter a trade-off between incentivizing workers to increase their efforts by increasing pay variance between the promoted and the unpromoted and, on the other hand, minimizing disharmony amongst co-workers by maintaining some level of pay compression. Employees know more about their own abilities, competitiveness and risk attitudes than potential employers. Due to this asymmetric information, firms design incentives not only to enhance employees’ motivation to act in

8772-411: The principal to decrease their workload. The board of directors in a company plays an important role in creating incentives for CEOs so that their best interest aligns with that of the shareholders. CEOs can be given incentives in many forms, including salary, bonuses, shares, and stock options to reward spectacular performance while penalties can be imposed for unsatisfactory performance. To ensure that

8874-430: The principal who provides the monetary incentive. This is a type of extrinsic incentive and is commonly seen in the workplace. The effect of monetary incentive can be broken down into two categories: the "standard direct price effect," and "indirect psychological effect". These two types of monetary effect often work in opposite direction and crowd out incentivised behaviour. However, several studies have suggested that it

8976-535: The principal. Incentives can help companies link employees' rewards to their productivity. When a firm wants their employees to produce a certain amount of output, it must be prepared to offer a compensation scheme such as a monetary bonus to persuade employees to reach the target output. Compensation must achieve two goals. The first is to reduce employee turnover and retain the highest performing and most productive employees. Compensating employees can help attract workers to work harder and retain their ability. The second

9078-439: The regression, and suppose the relation between x and z is given by with parameters d , f and error term e . Substituting the second equation into the first gives If a regression of y is conducted upon x only, this last equation is what is estimated, and the regression coefficient on x is actually an estimate of ( b  +  cf ), giving not simply an estimate of the desired direct effect of x upon y (which

9180-413: The same level of incentive. Moreover, as a team expands and the effect of team incentives weakens, employees struggle to establish a clear link between effort given and incentives received. It is also inevitable that team incentives could induce the free-rider problem because an employee's motivation to maximize their individual output could be diminished. Managers may need to offer a team incentive that

9282-414: The school system and some suggestive evidence that cohorts born after the introduction of the abortion ban had higher infant mortality and increased criminal behavior later in life. The introduction of the Pop-Eleches paper says: This finding is consistent with the view that children who were unwanted during pregnancy had worse socio-economic outcomes once they became adults. Freakonomics claimed that it

9384-486: The scope of the job and the task variables. For routine jobs such as clerical and administration jobs that are mundane, the presence of monetary incentives will encourage employees to demonstrate consistent effort of diligence when the intrinsic incentive has been exhausted. On the other hand, if the task assigned is too challenging, monetary incentives make little to no difference in increasing an employee's contribution to work. The effect of monetary incentives can depend on

9486-414: The short run and the long run. Omitted-variable bias In statistics , omitted-variable bias ( OVB ) occurs when a statistical model leaves out one or more relevant variables. The bias results in the model attributing the effect of the missing variables to those that were included. More specifically, OVB is the bias that appears in the estimates of parameters in a regression analysis , when

9588-399: The site's readers and then featured them in an extended Q&A on "Best Places to Live" with demographics expert Bert Sperling . In April 2007, co-author Stephen Dubner announced that there would be a sequel to Freakonomics , and that it would contain further writings about street gang culture from Sudhir Venkatesh , as well as a study of the use of money by capuchin monkeys . Dubner said

9690-401: The system to earn rewards without actually achieving the desired outcomes. This is known as the "principal-agent problem ," where the incentives of the principal (e.g., the government or a company) do not align with the incentives of the agent (e.g., individuals or employees). This incentive conflicts can lead to adverse selection and moral hazard. A moral hazard refers to a situation in which

9792-429: The team. Team-based incentives are described as more beneficial to companies than individual-based incentives. By paying a straight piece rate to individual employees, they would have little to no motivation to help each other as the incentives they receive are irrespective of the result of others. On the other hand, paying team incentives based on team output can promote cohesiveness, trust, cooperation, and support within

9894-562: The title would be SuperFreakonomics , and that one topic would be what makes people good at what they do. The book was released in Europe in early October 2009 and in the United States on October 20, 2009. In September 2010, Marketplace radio announced the creation of a Freakonomics podcast hosted by Dubner and Levitt. It is available on iTunes and is aired bi-weekly on NPR . In 2010, Chad Troutwine , Chris Romano, and Dan O'Meara produced

9996-653: The use of rewards or benefits that are not directly related to money or financial compensation to motivate individuals to perform specific actions or achieve desired outcomes The use of non-monetary incentives is based on the recognition that individuals are motivated by a range of factors beyond financial rewards and acts as a reinforcement to encourage work engagement and productivity. Some examples of these incentives include extra paid holidays, recognition, praise, opportunity for personal or professional growth, gifts, family benefits or even work-based perks such as more interesting projects or work. Individual may be motivated by

10098-411: The work performance of CEOs. Non-monetary incentives can be introduced in the form of benefits such as power, public acknowledgement, prestige, and title. However, some argue that non-monetary incentives are less impactful . Tournament theory describes a framework of compensation based on an individual's position within a firm's hierarchy. The theory demonstrates that individuals are not promoted on

10200-414: The workforce, in education and within one's personal life. Classified by David Callahan , the types of incentives can be further broken down into three broad classes according to the different ways in which they motivate agents to take a particular course of actions: Monetary incentives are any form of financial good given to someone to incentivize their actions and align their incentives with those of

10302-628: Was not defamation but found merit in Lott's complaint about the email claims. Levitt settled the second defamation claim by admitting in a letter to McCall that he himself was a peer reviewer in the 2001 issue of The Journal of Law and Economics , that Lott had not engaged in bribery (paying for extra costs of printing and postage for a conference issue is customary), and that he knew that "scholars with varying opinions" (including Levitt himself) had been invited to participate. The Chronicle of Higher Education characterized Levitt's letter as offering "a doozy of

10404-452: Was possible to "tease out" the effect of extra police on crime by analyzing electoral cycles. The evidence behind these claims was shown to be due partly to a programming error. Economist Justin McCrary stated "While municipal police force size does appear to vary over state and local electoral cycles ... elections do not induce enough variation in police hiring to generate informative estimates of

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