improve operational performance
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Improve Operational PerformanceVisualizing and Analyzing Relevant KPI and KPD
Metrics
Executive Summary
Companies, organizations and government agencies are all seeking to improve their
customer value, efficiency and effectiveness. While there are many approaches to
improving performance, it is the combination of management perspective, an
appropriate improvement methodology and visibility into and the ability to analyze
relevant measures of performance that will yield best results.
This paper outlines the use of Key Performance Indicators (KPI metrics) together with
associated Key Performance Drivers (KPD metrics) within the context of value stream
management to support continuous operational performance improvement.
Of course, any improvement must start with behavioral change and alignment of
management and operational decision makers. Rather than managing the business in
functional silos, value stream management looks at the value created across functional
areas to support a particular business outcome. This is fundamental to ensuring the
entire business process is optimized. This is the first of a multi-step process as outlined
below:
1. Identify and map the customer value stream and identify the major segments.
2. Determine the most appropriate Key Performance Indicators (KPIs) and the Key
Performance Drivers (KPDs) that affect those outcomes for each major segment within
the value stream.
3. Ensure that the KPI objectives are aligned across functions and individual roles.
4. Monitor and analyze KPI and KPD metrics in right-time to support operational decisions.
5. Share knowledge as it is gained in the course of analyzing operational performance.
6. Review and refine the value stream map, the KPI and KPD metrics and the alignment of
these metrics across functions and roles.
The remainder of this paper outlines a performance improvement model and uses a
sample value stream to demonstrate the process of breaking it into segments and
identifying appropriate performance metrics. It goes on to illustrate how an interactive
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dashboard can be used to visualize and understand operational performance and to
analyze the root cause of a performance issue.
1. Introduction
In todays competitive environment, organizations, regardless of industry manufacturing, metals and mining, energy, financial services and hospital management
are focused on two key objectives: delivering value to customers and profitability.
However, these objectives are, more often than not, disparate goals that are not aligned
across departments, plants or enterprise boundaries. Disconnected, outdated methods
of reporting and inconsistent metrics make it nearly impossible for todays businesses to
get a holistic view of company performance drivers. Information is often available only
after the fact and lacks contextual knowledge, which leads to poor decision making.
This paper examines an approach to improving operational performance by delivering
timely, relevant performance information within the context of the value being created
and delivered to customers.
2. Definitions
Operational Performance Management, also referred to as Business Performance
Management (BPM), Corporate Performance Management (CPM) and Enterprise
Performance Management (EPM), is the combination of a set of processes and an
improvement methodology that together help organizations optimize their business
performance. It is a framework for organizing, automating and analyzing business
methodologies, metrics, processes and systems that drive business performance.
Value Stream Management utilizes lean process methodology to link the metrics and
reporting required by managers with the people and tools needed to achieve desired
results. With consistent data in the context of a value stream, organizations can deliver
optimized performance and efficiency, predictable customer value and accurate cost
and profitability management.
Operational Intelligence provides near-real-time (or right-time) metric information on
business processes, activities and outcomes to support operational decision making.
Key Performance Indicators (KPI) provide the most relevant financial and non-financial
measurements used to help an organization define and measure progress toward
organizational goals. These tend to be outcome oriented and to be most useful, there
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should be a small number of KPIs (less than 10) associated with any one aspect of
business performance.
Key Performance Drivers (KPD) are the leading indicators that affect the achieved KPI
results. While KPIs tend to relate to outcomes, KPDs tend to relate more to activities
and there is a cause and effect relationship between KPDs and KPIs.
3. A Performance Improvement Model
As illustrated above, there are three primary aspects to any improvement model:
The Management Perspective;
The Improvement Methodology; and
The Measurement Philosophy.
Traditional approaches have used outcome measures revenue, profitability,
production quantity, etc typically represented as Key Performance Indicators (KPIs).
While these are important indicators of business success, they are not in themselves
actionable. To be able to affect these outcomes, we really need to identify and measure
the performance drivers (KPDs) things like sales win rates, cost of goods sold
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(COGS), discount percentages, equipment availability, etc. These can be monitored and
actions taken to improve each measure.
Similarly many organizations are still managed in functional silos. Actions taken within
one silo to improve effectiveness or efficiency might have a negative impact on another
silo or a detrimental effect on the overall business process or value stream. By
examining an entire value stream across all functional areas that contribute to the value
created, we can ensure were optimizing the desired outcome rather than optimizing
individual piece-parts of the process.
Finally, the improvement methodology should be one of continuous improvement. In
any process or system, there is always a bottleneck that limits performance. As soon as
we optimize around one bottleneck, another performance limitation will be identified.
Continuous improvement is therefore mandatory if we are to ensure that we are
delivering optimal performance.
The value stream starts with the initial contact with a prospective customer, continues
through the sales cycle to the customer placing an order, and completes when payment
is received from a customer following the customers receipt of the ordered goods.
In order to simplify this value stream model, we can divide it into segments and each will
have specific KPIs and KPDs associated with each significant step:
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1. Contact to sales order:
Metrics include leads (number, cost); qualification (lead conversion ratio); quote (gross
margin, average discount); closing (win/loss ratio, time to close/sales cycle.)
2. Order fulfillment:
Order to delivery performance data includes metrics related to customer orders (numberof new or open orders, number or orders with errors); distribution center and shipments
(number of orders ready to pick, number of orders shipped on time or shipped
complete); transport (number of order lines shipped by air vs. ground); customer
satisfaction (number of units returned due to error or reject.)
3. Invoice to cash:
Metrics include number and value of invoices created, sent and disputed; as well as
cash received or AR days outstanding.
4. Procurement:
Includes metrics related to POs (cost per unit); supplier (on time in full delivery, reject
rate); transport (delivery time, freight costs); parts warehouse (inventory value, inventory
days/turns.)
5. Manufacturing:
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Includes metrics related to production plan (planned utilization or cost per unit);
production (material handling time, changeover time); assembly (OEE); distribution
center (inventory value, inventory days/turns.)
6. Concept to launch:
Product development metrics relate to concept (market opportunity, projected ROI);design (project unit costs); prototype (revised unit cost); marketing (revised opportunity
size, projected gross margin, revised ROI.)
4. Understanding and Analyzing OperationalPerformance
Capturing base metrics and calculating the KPIs is a necessary starting point for
understanding business performance. Understanding cause and effect, and hence
identifying and capturing KPDs is the next step in providing the information required to
understand, analyze and improve operational performance. The KPIs and KPDs mustthen be presented to decision makers in the most appropriate, timely and relevant
manner.
A typical approach to presenting this information is the use of Role-based Business
Intelligence (BI), which presents information tailored to each persons role and scope of
authority. While this is helpful for providing visibility into specific performance metrics, it
is not sufficient in todays disperse business environment. Ro le-based information is
only effective if performance information is presented within the context of a value
stream, or the individual value stream segments as outlined above.
Without this perspective, it is too easy to fall into the trap of functional silos of
information, and while each person will optimize their area of responsibility to meet their
objectives, the overall effectiveness of the organization, operation or value stream can
be sub-optimal.
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Looking at unrelated individual metrics in isolation, or metrics based solely on a
knowledge workers role, is ineffective. Metrics within each of the above value stream
segments have implications across different areas, making it a necessity for companies
to have operational intelligence solutions that provide the appropriate context.
myDIALS is leading a new breed of operational intelligence solutions, or performance
management platforms, to extend the benefits of traditional BI beyond the availability of
massive amounts of potentially irrelevant data and beyond metrics and analytics that
are solely role-based.
These new tools combine both financial and operations metrics, and deliver them to
users in context. Additionally, these new operational BI tools are delivered as Software-
as-a-Service (SaaS), a web-based model which makes it easier for decision makers to
securely combine information across traditional functional and enterprise boundaries
and share consistent metrics that span the various value stream segments and
associated roles. Combined with intuitive, interactive visualization and analysis, this
empowers decision makers, enabling them to make better decisions within the context
of improving profitability and delivering value to customers.
Metrics that span multiple value streams, and that are delivered in context, eliminate
conflicts of interest across different roles, and across different aspects or process steps
within a value stream.
It is important to ensure consistency of targets for KPIs and KPDs. Typically, everyemployee or department will have their own set of goals, depending on how theyre
incented. In order to achieve alignment, organizations need to assign targets and link
metrics across functional areas, roles and the overall value stream. This will address the
challenge of managing to silos of KPIs and ultimately increase efficiencies and
maximize profits.
When it comes to improving performance within a value stream context, it is critical to
look at the intersection points of the different segments of the value stream and ensure
that multiple people arent managing to conflicting KPIs.
The information presentation should be intuitive, interactive and provide context and
embedded knowledge to ensure consistency of behavior and actions. Ideally accessible
from wherever the decision maker is located, web-based applications lend themselves
to providing relevant information where and when it is required.
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The following screen shots provide some insight into how information can be presented
logically; the ability to drill into the information to get more detail or identify the cause of
issues; and the ability to access clarifying information as well as suggested diagnosis
and actions.
5. The Role of Performance ImprovementMethodologies
There are a number of performance improvement methodologies such as lean process,
six sigma, total quality management and theory of constraints which can be used to
improve operational performance. In all of these cases, having appropriate KPI and
KPD metrics are necessary to establish baselines, identify opportunity areas for
improvement and track progress toward goals.
These methodologies can be combined with value stream mapping and management toensure performance across the complete value stream (or segment) is improved.
Focusing on one specific process step in the value stream and optimizing that step in
isolation might cause issues in other areas of the value stream.
More importantly perhaps, is sustaining the improvements achieved using these
methodologies. Using an operational intelligence system ensures decision makers
continue to monitor the most important KPIs and KPDs; understand the implications of
not achieving targets; quickly identify issues; and analyze the information to determine
causes. Embedding knowledge within the system also helps improve the quality and
consistency of decision making.
6. Conclusion
Operational performance can be improved using a combination of value stream
management and operational intelligence. This ensures that maximum value is
delivered to customers while optimizing the effectiveness and efficiency of the business
processes hence improving profitability.
Below is an outline of the steps that can be used to implement such a performance
improvement initiative:
1. Identify and map the complete customer value stream.
2. Simplify the metrics map by identifying the various segments of the overall value stream
that are related to a specific customer process, product or internal business process.
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3. Determine the most appropriate KPIs for each major step within the value stream
segments these can be identified in support of performance improvement
methodologies such as lean / six sigma etc.
4. Look across the value stream to identify potential conflicts and synergies between KPIs,
and group these KPIs so they can be reviewed in combination.5. Assign KPIs to individual roles using the KPI groupings above.
6. Where possible, link the KPI objectives across individual roles to ensure alignment.
7. Continuously monitor and analyze KPIs on a right-time basis to ensure effective
operational decisions.
8. Review the appropriateness of KPI objectives looking for cause and effect relationships.
9. Modify KPIs, objectives and their assignment to roles based on this review and actual
results achieved.
10. During the regular corporate planning exercise start at number 1 with a review of the
overall customer value stream.
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