Supplement 7Learning Curves... Supplement 7: Learning Objectives• You should be able to: – Explain the concept of a learning curve – Make time estimates based on learning curves – List a
Trang 1Supplement 7
Learning Curves
Trang 2Supplement 7: Learning Objectives
• You should be able to:
– Explain the concept of a learning curve
– Make time estimates based on learning curves
– List and briefly describe some of the main applications
of learning curves
– Outline some of the cautions and criticisms of learning
curves
– Estimate learning rates from data on job times
Trang 3Learning Curves
• Learning curve
– The time required to perform a task decreases with
increasing repetitions
– The degree of improvement is a function of the task
being done
• Short, routine tasks will show modest improvement
relatively quickly
• Longer, more complex tasks will show improvement
over a longer interval
Trang 4Learning
Trang 5The Learning Effect
• The learning effect is attributed to a variety of factors:
– Worker learning
– Preproduction factors
• Tooling and equipment selection
• Product design
• Methods analysis
• Effort expended prior to the start of work
– Changes made after production has begun
• Changes in work methods
• Changes in tooling and equipment – Managerial factors
• Improvements in planning, scheduling, motivation, and control
Trang 6Interesting Characteristics of Learning
• The learning effect is predictable
– The learning percentage is constant
• Every doubling of repetitions results in a
constant percentage decrease in the time per
repetition
– Typical decreases range from 10 to 20 percent
Trang 7Learning Curves: On a Log-Log Graph
Trang 8Learning Illustrated
• Each time cumulative output doubles, the time per unit for that
amount should be approximately equal to the previous time
multiplied by the learning percentage.
• If the first unit of a process took 100 hours and the learning rate is
90%:
Unit Unit Time (hours)
2 90(100) = 90
4 90(90) = 81
8 90(81) = 72.9
16 90(72.9) = 65.61
Trang 9Unit Times: Formula Approach
percentage rate
learning
2 ln
ln
unit first
for Time
unit
th for
Time
where
1 1
r
r b
T
n T
n T
T
n
b n
Trang 10Example: Formula Approach
• If the learning rate is 90, and the first unit took
100 hours to complete, how long would it take to complete the 25th unit?
hours 3068
61
25 100
25
100
15200
2 ln
90 ln 25
T
Trang 11Unit Times: Learning Factor Approach
• The learning factor approach uses a table that
shows two things for selected learning
percentages:
– Unit value for the number of repetitions (unit number)
– Cumulative value, which enables us to compute the
total time required to complete a given number of units.
factor
Unit time
1
T
Tn
Trang 12Learning Factor Table
Trang 13Learning Curve Applications
• Useful application areas:
– Manpower planning and scheduling
– Negotiated purchasing
– Pricing new products
– Budgeting, purchasing, and inventory planning
– Capacity planning
Trang 14Operations Strategy
• Learning curves have strategic implications for:
– Market entry when trying to rapidly gain market share
• As volume increases, operations is able to move quickly down the learning curve
– Reduced cost improved competitive advantage
– Useful for capacity planning
• Can lead to more realistic time estimates, thus leading
to more accurate capacity needs assessment