Identifying Process Metrics Establishing accurate and reliable process measures.
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Transcript of Identifying Process Metrics Establishing accurate and reliable process measures.
Identifying Process Metrics
Establishing accurate and
reliable process measures
Aligning Strategy with Process Metrics
This is a process for ensuring alignment among the organization’s performance measures, strategic plans, improvement projects, and budgets. The items in blue were covered previously, and the items in grey will be covered in later class sessions.
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1. Establish the organization’s key goals
2a. Develop and deploy the enterprise strategy to the process level
2b. Establish KPIs associated with the organization’s key goals, and measure performance in these
3. Establish process measures (if not already existing)
4. Recalibrate enterprise KPIs and align them with process-level metrics
5. Once the metrics are aligned at all levels, identify process improvement projects
6. Allocate budget aligned with the process improvements needed to achieve the strategic goals. This requires that the budgeting process be scheduled after the strategic planning process
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What Are Process Measures? Measure 1
a. Dimensions, quantity, or capacity as ascertained by comparison with a standard.
b. The act of measuring
Process measures are measures that evaluate the efficiency (productivity) and effectiveness (quality) of the process
Some people refer to measures as metrics
Metric:a. Quantitative measure of the degree to which a system, component, or
process possesses a given attribute 2
b. Standard measurement of a known object or activity. For example, a company has a metric to calculate customer loyalty 3
Metrics are at the heart of a good, customer-focused process management system 4
1 http://www.answers.com/topic/measurement2 http://www.stsc.hill.af.mil/crosstalk/1995/03/Measure.asp3 Performance Dashboards (2006), Eckerson, W., Wiley & Sons, Hoboken, NJ.4 http://www.prosci.com/metrics.htm
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Related Terms
Baseline metric (measure): The beginning point, based on an evaluation of the output over a period of time, used to determine the process parameters prior to any improvement effort; the basis against which change is measured1
Leading and lagging indicators: Most often used in finance, these are measures that precede or follow the process area being studied (see following slides)
1 http://dictionary.babylon.com/Baseline_measurement
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Leading and Lagging Indicators
A lagging indicator is an indicator that summarizes past events rather than explicitly predicting futures ones. It’s a bit like looking in your rear-view mirror (you can see where you’ve been)
A leading indicator is an indicator used to predict the future. It’s like looking through the car’s windscreen (you can see that you’re headed in the right direction)
Process metrics are like looking within the car at how the car and driver are performing (keeping within the speed limit, sufficient gas, oil level okay, car not overheating)
http://en.wikipedia.org/wiki/Lagging_indicator
http://en.wikipedia.org/wiki/Leading_indicators
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Leading and Lagging Indicators (Cont’d.)
They’re not necessarily the same as input and output measures for the process
Leading indicators show up in a process preceding the one being examined
Lagging indicators show up in a process following the one being examined
For a manufacturing process, examples of leading indicators include: Percent of personnel trained Number of new orders received Percent of inventory items with safety stock available
For a manufacturing process, examples of lagging indicators include: Profit or market share Customer satisfaction
These concepts will be re-examined in session 8
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The Measurement Process
Checkaccuracy and
reliability
Understandhow metrics
impact behavior
Set upmeasurement
system
Collectbaseline data
Implementimprovement
Measureprogress
Decide whyto measure
Decide whatto measure
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Why to Measure (General Purpose)
To help plan for improvement:
Clarifies the current status ("as is") – identifies the extent of the problem
Provides a basis for the "to be"
To show progress from improvement:
Justifies the cost of the improvement effort
Encourages the improvement team to keep going
Why Not to Measure To justify punishing someone. This is how measurement has
traditionally been viewed in industry.
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Types of Measures for a Given Purpose
The goal for the improvement effort must be established prior to selecting metrics
If the intent is to improve process efficiency (productivity), the following types of measures might be collected:
Time-related metrics (cycle time, delays, on-time delivery, etc.)
Cost-related measures (total cost, procurement cost, etc.)
Utilization of people or equipment
If the intent is to improve process effectiveness (quality), the following types of measures might be collected:
Quality of incoming parts
Customer satisfaction
Measures of product defects (such as number of returns, cost of post-production customer service, etc.)
What to Measure
Explain these quotes:
“Not everything that can be counted counts, and not everything that counts can be counted.” 1
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1. Cameron, William Bruce, Informal Sociology, a casual introduction to sociological thinking, Page 13, Random House, New York 1963.
2. “Measure What’s Important, NOT What’s Easy,” SFO Blog - Helping You Build Your Company into a Strategy Focused Organization, http://sfo-blog.typepad.com/sfo-blog/2011/08/measure-whats-important-not-whats-easy.html, accessed 2/15/15.
“Measure what’s important, not what’s easy.” 2
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What to Measure
It is important to know what to measure
Once an organization learns how to measure what is important, it often finds most of the measures that have been historically collected are not helpful - people have been measuring the wrong things
It is common in industry to over-measure an area and let the data pile up without knowing how to use it
Often, the less the organization knows about how to improve, the more measures are collected
You need to focus measurement efforts on what will be useful to you - this is an area that requires a lot of judgment
What to Measure (Cont’d.)
Ensure you identify measures that are actually able to be measured:
A company’s measures related to its high-level vison and goals can be hard to measure if they are not SMART (specific, measurable, achievable, realistic, time-based). Example:
Vision: a university with a team-based environment among faculty – how can you measure this?
Goal: to encourage teamwork between professors
Measures: number or percentage of courses that are co-taught by 2 professors
Ensure your measures accurately reflect reality (slide 14)
Ensure your measures reinforce desired behaviors (slide 16)
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The Politics of Process Measurement
Be aware that some people may worry about providing data regarding their performance, particularly in organizations that have used this type of information in the past for punishment
In these cases, it is best to try to collect the data in a way that is anonymous, so no one person’s name will be connected with particular data
If the culture of the organization isn’t taken into account, it’s possible to end up with faulty or inaccurate measures
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Ensuring Metrics Reflect Reality
It is possible to establish metrics that are misleading. For example, assume you are collecting information on delays in the process from employees in a fear-based organizational culture:
In this situation, employees may not be willing to indicate that they’ve been waiting around for parts or approvals
The data collected will show few, if any, delays in the process, providing no information on which to base improvements
In addition, if the improvement team decided to directly observe employees working on the process, it would make employees uncomfortable and lead to a lack of trust
A possible solution is to involve some of the employees on the improvement team, so they understand and can share with fellow employees the purpose of the effort
Another option is to collect the information anonymously, on slips of paper put into a suggestion box indicating the total wait time per day per employee
Be Careful What You Measure:Measures Impact Employee Behavior
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Ensuring Metrics Reinforce Desired Behaviors
It is possible to establish metrics that have the opposite of the desired effect on behavior. For example, an organization wishes to improve customer satisfaction with its IT help desk services:
Information is collected on the number of IT support desk calls answered by each employee each day
In this situation, help desk employees may feel pressured to work quickly, resulting in cutting the calls short
This will leave the customers unhappy, reducing customer satisfaction
Deming gave an example where a help desk employee said she was told her job was to take 25 calls per hour and to satisfy customers. Deming said “Is your job to make 25 calls per hour, or to give callers courteous satisfaction? It can’t be both!”
The problem is that the organization didn’t identify what was leading to poor satisfaction. If it was that many issues went unresolved, then placing a time constraint on the support personnel will not help
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What to Measure: Types of Measures
Process input measures: these are measures of the inputs to the process
Process output measures: these are measures of the output of the entire process. Traditionally, if organizations measure anything at the process level, they measure only process outputs.
In-process measures: these are measures that exist part-way through the process to measure certain steps where problems might exist. These measures are used when just measuring at the end of the process (process outputs) doesn’t give us enough information.
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What to Measure: Where in the Process
You will want to collect output measures to show improvement to the entire process, but you also want to collect in-process measures to show how the changes you made to parts of the process are improving the process outputs
Inputs OutputsSub-process A Sub-process B Sub-process C
M 1 M 2
In-process measures(collected from customers internalto the process)
Work Process
Input measures(collected
from the
customer forthe inputs -
you)
Output measures(collected fromcustomers in
next process, or externally)
M 3 M 4
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What to Measure: Process Input Measures
These measures evaluate the effectiveness (quality) or other characteristics (for example, number or timeliness) of inputs to the process. Examples include:
Percentage of acceptable incoming parts
Status of equipment to be used in the process
Number of requests for maintenance
Percentage of maintenance requests that are correct/ complete
Number of various types of customer service requests (rush orders vs. regular, help with software vs. hardware, etc.)
Number of help desk support requests received
Percentage of employees requiring retraining in their job functions
Correctness of the procedures manual for doing the job
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What to Measure: Process Output Measures
These measures evaluate the efficiency (productivity) and effectiveness (quality) of the entire process. Examples include:
Time needed to complete the process (cycle time)
Number of unpaid invoices over 20 days old
Percentage of errors in sales quotations
Waste (in dollars) caused by process errors
Labor cost to complete the process
Equipment lifecycle
Number of calls answered
Number of end user issues resolved
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What to Measure: Output Measures (Cont’d.)
It’s important to take measures in such a way that not too many items will influence your measure: otherwise, your improvements may not show up
For example, if you improved the production process and then measured cost per unit built, you might not see the effect of your improvement, because the cost of raw materials, labor, or supplier parts could have risen
It would be better to measure the reduction in rework, or the number of parts coming off the line per day per worker
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Questions on Process Measures
Example
Input measure: number of end user support requests received
Output measure: number of end user issues resolved
Questions
Do these input and output measures provide enough information to determine whether there is a problem with the process? Why?
Do these input and output measures provide enough information to understand what the cause of the problem might be? Why?
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What to Measure: In-Process Measures
These measures evaluate the efficiency (productivity) and effectiveness (quality) of segments of the process. Examples include:
Percentage of phone calls not answered within 3 minutes
Number of letters retyped
Time between receiving product from production and completing the packaging
Number of times a certain task is repeated
Amount of travel required for a particular task (measured in distance or time)
Percentage of first pass yield
Number of times orders are expedited
Equipment utilization
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What to Measure: Defining the Metric
Once a metric is selected for measurement, it is important to ensure it’s well-defined
For example, if “new product sales in dollars” is the selected metric, the following decisions could form part of the definition effort:
Result measured in dollars vs. units sold
How do define “new” product vs. product upgrade
Length of time product is considered “new”
Whether length of time is measured from product release, or from first sale
Whether sales to new customers constitute new product sales
Process Management Memory Jogger (2008), GOAL/QPC, Salem, NH.
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How to Measure: Accurately and Reliably
ReliabilityReliability is a matter of whether a particular technique, applied repeatedly to the same object, would yield the same results.
AccuracyAccuracy refers to the extent to which the measure adequately reflects the real meaning of the concept being considered.
(From "The Practice of Social Research - Fifth Edition" by Earl Babbie, 1989).
Reliable but not accurateAccurate but not reliableAccurate and reliable
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The Importance of Accuracy
A critical success factor in measurement is the accuracy of your measures
For example, assume you have a situation where there is a large backlog of IT service desk requests that aren’t being completed. If you make improvements to the service desk process, you would expect the backlog to be reduced
But what if employees begin to call in requests for support more frequently because they see that the problems are actually getting addressed?
This is an area where many items influence the data being collected, so you need to apply systems thinking to understand the items influencing your measures
What would be a better measure to determine the results of the improvement?
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The Measurement Process
After defining the metric, the next step is to determine how to collect the measurement information
This is discussed in more detail in the course on process improvement
Once the metric information has been collected, it is important to link it to business performance
This is covered in more detail in the next presentation