What Is a Learning Curve? Formula, Calculation, and Example

What Is a Learning Curve?

A finding out curve is a mathematical concept that graphically depicts how a process is stepped ahead through the years on account of finding out and bigger talent. The training curve thought is that tasks will require a lot much less time and belongings the additional they are performed as a result of proficiencies won as the process is came upon. The training curve used to be as soon as first described by way of psychologist Hermann Ebbinghaus in 1885 and is used to be able to measure production efficiency and to forecast costs.

A finding out curve is most often described with a percentage that identifies the rate of expansion. Inside the visual representation of a finding out curve, a steeper slope indicates initial finding out that translates into higher rate monetary financial savings, and subsequent learnings result in increasingly more slower, more difficult rate monetary financial savings.

Key Takeaways

  • The training curve is a visual representation of how long it takes to obtain new skills or knowledge.
  • In industry, the slope of the learning curve represents the rate throughout which finding out new skills translates into rate monetary financial savings for a company.
  • A finding out curve is most often described with a percentage that identifies the rate of expansion.
  • The steeper the slope of the learning curve, the higher the price monetary financial savings in keeping with unit of output.

Understanding a Learning Curve

The training curve is sometimes called the enjoy curve, the price curve, the efficiency curve, or the productivity curve. It is because the learning curve provides cost-benefit measurements and belief into all of the above facets of a company.

The idea in the back of this is that any employee, without reference to position, takes time to learn how to carry out a selected task or responsibility. The time period needed to produce the similar output is key. Then, as the obligation is repeated, the employee learns complete it briefly, and that reduces the time period sought after for a unit of output.

That is why the learning curve is downward sloping to start with with a flat slope in opposition to the highest, with the price in keeping with unit depicted on the Y-axis and common output on the X-axis. As finding out will build up, it decreases the price in keeping with unit of output first of all forward of flattening out, as it becomes tougher to increase the efficiencies won via finding out.

Learning curves are ceaselessly associated with percentages that decide the rate of expansion. For example, a 90% finding out curve means that for each and every time the cumulative quantity is doubled, there is a 10% efficiency won inside the cumulative affordable production time in keeping with unit. The proportion states the proportion of time that may carry over to long run iterations of the obligation when production is doubled.

Learning Curve Machine

The training curve has a elements to identify a objective cumulative affordable time in keeping with unit or batch. The elements for the learning curve is:


Y = a X b where: Y = Cumulative affordable time in keeping with unit or batch a = Time taken to produce initial quantity X = The cumulative units of production or the  cumulative amount of batches b = The slope or finding out curve index, calculated as the log of the finding out curve percentage divided by way of the log of 2

get started{aligned}&{bf Y = aX^b}&textbf{where:}&textbf{Y} = text{Cumulative affordable time in keeping with unit or batch}&textbf{a} = text{Time taken to supply initial quantity}&textbf{X} = text{The cumulative units of producing or the}&qquad text{cumulative number of batches}&textbf{b} = text{The slope or finding out curve index, calculated}&qquadtext{since the log of the learning curve percentage}&qquadtext{divided by way of the log of 2}end{aligned} ​Y=aXbwhere:Y=Cumulative affordable time in keeping with unit or batcha=Time taken to produce initial quantityX=The cumulative units of production or the cumulative amount of batchesb=The slope or finding out curve index, calculatedas the log of the finding out curve percentagedivided by way of the log of 2​

Learning Curve Calculation

Let’s use an 80% finding out curve as an example. As a result of this each and every time we double the cumulative quantity, the process becomes 20% additional atmosphere pleasant. In addition to, the main task we complete took 1,000 hours.


Y = 1000 × 1 log . 80 log 2 = 1000 × 1 = an affordable of 1,000 hours in keeping with task   to complete one task

get started{aligned}Y &= 1000times1^{frac{text{log}, .80}{text{log}, 2}} &= 1000times 1& = text{a mean of 1,000 hours in keeping with task}&quad ,text{to complete one task}end{aligned} Y​=1000×1log2log.80​=1000×1=an affordable of 1,000 hours in keeping with task to complete one task​

Now let’s double our manufacturing output. The initial time spent on the first task will stay 1,000 hours. Then again, our value for X will now industry from one to two:


Y = 1000 × 2 log . 80 log 2 = 1000 × . 8 = an affordable of 800 hours in keeping with task to complete two tasks

get started{aligned}Y&= 1000times2 ^{frac{text{log}, .80}{text{log}, 2}}&= 1000times .8& = text{a mean of 800 hours in keeping with task}&quad,,,text{to complete two tasks}end{aligned} Y​=1000×2log2log.80​=1000×.8=an affordable of 800 hours in keeping with taskto complete two tasks​

As a result of this the entire cumulative time period needed to perform the obligation two instances used to be as soon as 1,600. Since everyone knows the entire time period taken for one task used to be as soon as 1,000 hours, we will be able to infer that the incremental time to perform the second task used to be as soon as absolute best 600 hours. This diminishing affordable theoretically continues as you advance along the learning curve. For example, the next doubling of tasks will occur at 4 tasks completed:


Y = 1000 × 4 log . 8 log 2 = 1000 × . 64 = an affordable of 640 hours in keeping with task to complete 4 tasks

get started{aligned}Y &= 1000 events 4^{frac{text{log}, .8}{text{log}, 2}}& = 1000 events .64& = text{a mean of 640 hours in keeping with task}&quad,,,text{to complete 4 tasks}end{aligned} Y​=1000×4log2log.8​=1000×.64=an affordable of 640 hours in keeping with taskto complete 4 tasks​
In this final example, it took a whole of 2,560 hours to supply 4 tasks. Figuring out it took 1,600 hours to give you the number one two tasks, the learning curve indicates it’ll absolute best take a whole of 960 hours to give you the third and fourth task.

In thought, the third and fourth task inside the example above would have taken different amounts of time on account of the fourth task being theoretically additional atmosphere pleasant than the third task. Then again, the time taken for every of the ones two units is ceaselessly confirmed as the average (i.e. 960 hours / two units = 480 hours for every of the third and fourth unit).

Learning Curve Table

The training curve can develop into refined when in the hunt for to tell apart between the cumulative quantity, the cumulative production time, the cumulative affordable production time, and the incremental production time. Because of this reality, it’s not unusual to look a finding out curve table that summarizes and nicely organizes every price. This kind of information could also be very useful in rate accounting. The example above would have table as follows:

Learning Curve Table
Cumulative Quantity Cumulative Production Time Cumulative Affordable Time In keeping with Unit Incremental Time
1 1,000 hours 1,000 hours 1,000 hours
2  1,600 hours 800 hours 600 hours
4  2,560 hours 640 hours 960 hours
80% Learning Curve Table, Assuming First Job Takes 1,000 Hours

Follow that the cumulative quantity must double between rows—to continue the table, the next row must be calculated using a quantity of 8. In addition to, bear in mind that the incremental time is a cumulation of increasingly more units since the table is extended. For example, the 600 hours of incremental time for task No. 2 is the time it took to yield one additional task. Then again, the 960 hours inside the next row is the time it took to yield two additional tasks.

Learning Curve Graphs

Because of finding out curve knowledge merely creates construction lines, it’s fairly no longer odd to look finding out curve knowledge depicted graphically. There are a selection of data problems to make a choice from, one among which is the entire cumulative time needed to produce a given number of tasks or units. Inside the graph underneath, the learning curve shows that time beyond regulation is needed to generate additional tasks.


Learning Curve, Cumulative Production Time.

Then again, the graph above fails to turn how the process is popping into additional atmosphere pleasant. As a result of the graph’s upward slowing curve, it kind of feels that it takes incrementally time beyond regulation to perform additional tasks. Then again, on account of the nature of the learning curve, the x-axis is doubling and incrementally taking a lot much less time in keeping with unit. For example, believe the graph underneath that demonstrates the approximate affordable time needed to perform a given number of tasks.


Learning Curve, Affordable Time in keeping with Job.

Shapes/Varieties of Learning Curves

Learning curves will also be depicted visually in different techniques. They are able to be represented in a chart, with linear coordinates, identical to the charts above throughout which the shape is an actual curve. A finding out curve will also be depicted between axis problems in a chart as a at once line or a band of problems.

Lower finding out curve percentages suggest higher ranges of expansion. As a result of this, the lower the learning curve percentages, the steeper the slope of graphs.

Benefits of Using the Learning Curve

Corporations understand how so much an employee earns in keeping with hour and can derive the cost of producing a single unit of output based on the number of hours sought after. A well-placed employee who is set up for good fortune should decrease the company’s costs in keeping with unit of output through the years. Corporations can use the learning curve to inform production planning, rate forecasting, and logistics schedules.

The slope of the learning curve represents the rate throughout which finding out translates into rate monetary financial savings for a company. The steeper the slope, the higher the price monetary financial savings in keeping with unit of output. This same old finding out curve is known as the 80% finding out curve. It shows that for each and every doubling of a company’s output, the cost of the new output is 80% of the prior output. As output will build up, it becomes tougher and tougher to double a company’s previous output, depicted using the slope of the curve, which means that rate monetary financial savings slow through the years.

Learning Curve Example

The training curve has many programs right through the area of commercial. It may be able to have the same opinion assess the true rate of undertaking a enterprise.

For example, the learning curve can play a basic section in figuring out production costs and value in keeping with unit. Believe a brand spanking new hire who is placed on a manufacturing line. As the employee becomes additional talented at their process, they will be capable to manufacture additional pieces in a smaller time period (all else being similar). In this example, a 90% finding out curve would suggest there is a 10% expansion each and every time the number of repetitions doubles. In the end, a company can use this information to devise financial forecasts, price pieces, and sit up for whether or not or no longer it’ll meet purchaser name for.

Why Is a Learning Curve Necessary?

A finding out curve is important because of it can be used as a planning software to snatch when operational efficiencies would perhaps occur. The training curve identifies how briefly a task will also be performed through the years since the performer of that task sure elements talent. This comes in handy for a company to snatch when allocating employee’s time, dedicating training for brand spanking new procedures, or allocating costs right through new products.

What Does a Best Learning Curve Suggest?

A first-rate or steep finding out curve means that it takes quite a lot of belongings to perform an initial task. Then again, it moreover implies that subsequent potency of the equivalent task will take a lot much less time on account of the obligation being relatively easier to learn. A first-rate finding out curve indicates to a industry that something might require in depth training, alternatively that an employee will briefly develop into additional talented through the years.

How Is a Learning Curve Measured and Calculated?

A finding out curve is measured and calculated by way of working out the time period it’ll take to perform a task. Then, a finding out curve assigns an expansion price to identify the rate of efficiency the obligation performer will incur as they learn and develop into additional talented at the task.

The formal calculation to identify the cumulate time is Y = aX^b, where Y is the entire time period taken, a is the time to give you the number one task, X is the entire number of tasks performed, and b is the slope of the learning curve.

What Does a 90% Learning Curve Suggest?

When a finding out curve has a given percentage, this implies the rate at which finding out and expansion occur. Most ceaselessly, the proportion given is the time period it’ll take to perform double the amount of repetitions. Inside the example of a 90% finding out curve, this means there is a corresponding 10% expansion each and every time the number of repetitions doubles.

The Bottom Line

Most people most often recover at doing something the additional they do it. The time and belongings spent to do something the main time is most likely higher than the time and belongings spent on showing the equivalent task for the only hundredth time. This idea of energy expansion is measured throughout the finding out curve. The training curve graphically or mathematically depicts how time spent on completing tasks ceaselessly decreases through the years as talent is won.

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