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2. 1. Introduction: Why Pay for Performance?. Is it all about pay?People tend to respond strongly to incentivesthe ?fundamental attribution error" in psychologyeven if employees are intrinsically motivated, incentives can better align interests with the firm?Moral hazard" (incentive) principles
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1. VI. Performance Evaluation “When You Cannot Measure, Your Knowledge
is Meager & Unsatisfactory” (Lord Kelvin)
2. 2 1. Introduction:Why Pay for Performance? Is it all about pay?
People tend to respond strongly to incentives
the “fundamental attribution error” in psychology
even if employees are intrinsically motivated, incentives can better align interests with the firm
“Moral hazard” (incentive) principles are very general
all employees
many general business settings other than employment
Incentives are an important way to reinforce many human resource objectives
recruiting & retention
training
decision making
motivation
3. 3 Example:Recruiting & Retention Even ignoring motivation, pay for performance can improve productivity
Suppose employees differ in ability
pay for performance Ţ higher ability Ţ higher output Ţ higher pay
thus, stronger pay for performance Ţ better sorting
e.g., Safelite Auto Glass
4. 4 The Principle-Agent Problem In economics, we usually analyze incentive problems using the “principle-agent” (agency theory) framework
you’re probably seen this in Accounting, Finance, & other courses
An agent works for a principle
the agent’s efforts affect the principle’s objective (“firm value”, Q(e))
the efforts are personally costly to the agent (“disutility” of effort, e)
the efforts are not perfectly observed by the principle
w/out these two assumptions, there would be no incentive problem
the goal is to align the agent’s interests with those of the principle through some kind of formal or implicit contract (incentive scheme) This is the moral hazard problem in game theory
5. 5 2. Sketch of a Model The firm’s objective is easy
usually assumed risk neutral, so the objective is to maximize expected profit from the employee, output minus pay: max {Q(e) – pay}
The employee’s objective is slightly more complicated
cares about pay, cost of effort C = C(e), & risk
model risk aversion as an additional cost to the employee, Rspay)
thus, employee’s objective: max {pay – C(e) – Rs)}
Finally, the firm is constrained
it must pay the employee’s market value in total pay
total pay must compensate for effort cost C, & provide a risk premium Rs
6. 6 More Sketch of a Model The firm cannot measure performance perfectly, but uses a performance measure PM(e) tied to pay, Pay = Pay(PM)
Thus, the worker’s incentive depends on
marginal cost of working harder, DC/De
marginal benefit of working harder,
7. 7 Conflict of Interest – the Incentive Problem The firm must compensate the worker for extra effort & risk, so its marginal cost of extra effort is exactly the same as the worker’s
The conflict of interest arises because the marginal benefit of extra effort is not the same
firm’s marginal benefit = DQ(e)/De
worker’s benefit =
8. 8 Two Key Pieces of an Incentive Plan Thus, we want to design our incentive plan so that as closely as possible, they have the same interests:
You always need to think about two broad issues
how well does the performance measure approximate employee contribution to firm value?
how should we tie the measure to pay?
9. 9 3. Quantitative Performance Measurement The first approach to evaluation: numeric measures
are these “objective”?
An ideal performance measure: reflects employee’s total impact on firm value Q, & nothing else
“controllables” — effects of efforts on firm value qi
improves alignment between employee & firm
“uncontrollables” — effects of other factors
measurement error, effects of other employees on firm value, or effects of external events on firm value
exposes employee to risk
example: stock price as a performance measure for a CEO or a janitor
10. 10 Scope of a Performance Measure “Narrower measures” are those that tend to focus on fewer aspects of performance, or on inputs
Narrower measures tend to reduce risk, but also to distort incentives more
the greater the distortions, the weaker should the incentives be
measures may be broader/ narrower or narrower on several dimensions
broader job designs tend to imply broader performance measures
11. 11 Scope & Distortions Measures trade off risk v. distortions – are narrower or broader – along several dimensions
1. how many tasks to include?
e.g., quantity v. quality
2. should intangibles or difficult-to-measure effects be included?
e.g., opportunity costs
Reading: “Folly of Reward A While Hoping for B”
3. how large a unit should be measured?
e.g., individual v. team v. unit v. division v. corporate
4. what time horizon?
e.g., sales v. customer retention / growth
Accounting #s often have some of all 4 problems
12. 12 Performance Measure Scope & Job Design
13. 13 Manipulation Related to distortion is the problem of gaming or manipulation of performance measures
the employee might use their specific knowledge to maximize the measure, at the expense of true firm value
gaming may also arise if pay is not tied to the measure smoothly (next lecture)
If manipulable, the measure may degrade after an incentive is put on it
that is, its correlation with firm value may decline
thus, a measure may gradually become less valuable for incentives, & the firm may need to change measures occasionally
also, tying a measure to a stronger incentive is likely to increase the mean & variance of the measure
14. 14 Summary Properties of performance measures to think about
how aligned with firm value (how distorted)?
can distortions be reduced by adding an incentive on a second measure?
how risky for the employee?
should the firm incur greater costs to measure more accurately?
how manipulable?
& could this degrade the value of the measure?
15. 15 4. Subjective Evaluation The second approach to evaluation: judgment
Typical problems
inflation & compression
reluctance for negative feedback
de-motivating effects?
low trust of evaluator
favoritism
problems are more significant when promotion stakes are higher
˝-life of appraisal systems ? 5 yrs
16. 16 Explanations for Typical Problems 1. Influence costs
2. Evaluator incentives
3. Conflict with other incentives
discussion of promotion incentives in next lecture
#1-2 Ţ forced curve might help; #3 Ţ opposite
17. 17 Example: TopGrading Pioneered at GE, tried by many other firms
some form of forced curve
GE: top 20%; middle 70%; bottom 10%
those w/ consistently low ratings typically forced out
Where does it work best?
larger workgroups
teamwork is less important
culture is more aggressive / Darwinian
extensive attention is paid to coaching & development
employees are given clear expectations about weeding out
potential legal liabilities are monitored carefully
great care is taken to make sure evaluations are based on performance
18. 18 Ways to Mitigate Problems w/ Appraisals Reduce the stakes
pay compression, weaker incentive intensities
Evaluator Incentives
pay for performance
constraints & monitoring
multiple evaluators; review of evaluations; grievance procedures
Culture of constructive feedback
Avoid conflicts between evaluation & coaching goals
Other approaches: 360°, MBO
Employees hate subjective evaluations, but virtually all jobs use them. Why?
19. 19 5. A Random Event Occurs … Holly Frost was plant manager for her firm’s primary plant, outside Boston
the plant was a profit center
One Friday afternoon, a heavy snowstorm began
the 40-year old plant had a flat roof
late Saturday afternoon, the roof collapsed, with major damage to the plant
How do you evaluate Holly’s performance?
what does your answer depend on?
what do you need to know?
is profit center the right performance measure in this case?
20. 20 Why Use Subjective Evaluations? Good evaluation requires judgment because of imperfections in quantitative evaluations
Subjectivity, if done well, can improve incentive systems in many ways
reduce risk, distortions, & manipulation
what is “uncontrollable”?
improve risk taking
give the incentive system flexibility
improve decision making
encourage effective reaction
encourage pro-active preparation
expand communication between manager & employee
facilitate training
21. 21 Conducting a Subjective Evaluation Thinking retrospectively
“what did he know, & when did he know it?” (“reasonable person” standard)
given what was known, were correct decisions made?
avoid hindsight bias
if not foreseeable, were responses appropriate?
did employee try to “pass the buck” or take responsibility?
Ţ reward performance, clarify future evaluation criteria
Thinking prospectively
what can be improved?
what needs to be clarified?
Ţ clarify responsibilities, terms of ongoing relationship “What did he know, & when did he know it?”
what was foreseeable?
what was known at the time? -----------?avoid hindsight bias
what options was the CEO aware of?
“Reasonable Person” standard
given what was known, were correct decisions made?
if not foreseeable, were responses appropriate?
to mitigate damages
to exploit opportunities
Retrospective analysis Ţ input into rewards
“What did he know, & when did he know it?”
what was foreseeable?
what was known at the time? -----------?avoid hindsight bias
what options was the CEO aware of?
“Reasonable Person” standard
given what was known, were correct decisions made?
if not foreseeable, were responses appropriate?
to mitigate damages
to exploit opportunities
Retrospective analysis Ţ input into rewards
22. 22 The Appraisal Process Strive for day-to-day coaching, rather than a comprehensive annual appraisal
reduces defensiveness to criticism
more closely tied to events
Focus on goal setting rather than criticism
constructive
mutual goal setting
but fight the tendency to avoid tough feedback
Consider separate appraisals for separate purposes
evaluation for salary & promotion
coaching & development
23. 23 Receiving an Appraisal Ask for feedback, regularly
Avoid defensiveness / check emotions
take responsibility for mistakes
don’t politicize / lobby
Focus on constructive suggestions
set goals
discuss priorities
Identify what you need
new skills
information
resources
24. 24 Example:CEO Evaluation Process at Dayton-Hudson Set objectives
include financial & non-financial
use CEO input
specify how will be linked to rewards
Mid-course correction
Final review
Directors (& CEO?) fill out appraisals
3rd party combines appraisals into report
outside Directors review; give feedback
committee chair presents to CEO; CEO gives comments
Use evaluation data
rewards
next year
(Handout: CEO evaluation form for Fortune 500 firm)
25. 25 6. Economic Ideas Agency problems
effort & risk aversion by employees
Controllables & uncontrollables in evaluations
Scope of quantitative measures & distortions
Manipulation of quantitative measures
Subjectivity as an alternative (or complementary) approach to evaluations
26. 26 Other Points Performance evaluation & incentives good examples of the importance of Internet Fit between policies
job design drives intrinsic motivation
choose rewards to balance, but not destroy, intrinsic motivation
use stronger incentives more when intrinsic motivation is weaker
use stronger incentives when decentralizing
match measures (scope) & subjective evaluations to decision rights
complex job Ţ pay more attention to measurement
Let them do their work
27. 27 Other Points Simply measuring performance can have a powerful effect on productivity even if not tied to rewards
more information can lead to better decision making
signals what management is interested in
Every job has subjective evaluations
requires trust, so pay attention to the implicit contracting
Think of evaluation as a process, not a policy
start gradually & aim for habit formation
make evaluation a regular, scheduled part of annual cycle (e.g., MBO)
28. 28 Dirty Little Secret in Business Lack of candor – Very few workers get real evaluations that allow them to see what they need to improve.
Candor yields speed
Candor reduces cost
Why isn’t candor used?
Socialized to “make nice”
More popular
Easier “not to talk about it”
Real reason: self-interest rather than interest in other person
29. 29 Candor/Differentiation Very difficult to instill: Took GE nearly 20 years
GE: 20/70/10
Criticisms:
Unfair
Undermines team
Mean/immoral
Only possible in the US
Biggest Problem: Top of 70 not much different from Top 20. Less problem of bottom 10 not much different from bottom of 70