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1 © Copyright: Enhance International Group, LLC
Smart MetricsJim de Vries
Enhance International [email protected]
713-446-5934
2 © Copyright: Enhance International Group, LLC
What makes great metrics? What should you consider when investigating KPIs? How do you establish targets? How should you track your metrics for root cause analysis … How do
they know when a target is met? What should you glean from data? Do metrics give you the answer or provide you a method to discover
the answer? What are the steps (Roadmap) to ensure success? How do you sustain metric vitality?
Objectives
3 © Copyright: Enhance International Group, LLC© Copyright: Enhance International Group, LLC
4 © Copyright: Enhance International Group, LLC
Heat
ChainReaction
© Copyright: Enhance International Group, LLC
5 © Copyright: Enhance International Group, LLC
Sales: Who knows how to best manage a measurement when your bonus depends upon it?
The Fed: Who set the rules of measurement? How many ways have been developed to make $ on finding different ways to report out performance? Sell Short, Sell Long, Derivatives, Futures, Balanced Portfolio
What are your Assumptions behind your KPIs?
General Examples
6 © Copyright: Enhance International Group, LLC
Right Data– Meaningful to Stakeholders (Actionable)– Represents Process Success / Pain Data – Believable Credible (MSA: Who, how much will it cost?)
Right Process – Hierarchical Linkage to Client Success– Prioritized KPIs with Targets– Affordable Cost Collection– Independently assessed– Data provides insight to launch investigation– Enforceable (Accountability)– Represents common and special events– Reflects Reality – Takes into account all stakeholder perspectives
Smart Metrics Challenges
7 © Copyright: Enhance International Group, LLC
Credible (Independently assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
8 © Copyright: Enhance International Group, LLC
Credible (Independently Assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
9 © Copyright: Enhance International Group, LLC
Attribute: Number of times it goes wrong– Volume, Percentage (%)– X% in 4 days– Defects per Day– Ordinal Rating
Variable: Time and Money– Can be subdivided into equal units,
endlessly– Length, Weight and Height– Specification Limits determine Defects
What type of data do you have?
Measurement Types
10 © Copyright: Enhance International Group, LLC
Average of an average is a ….
Can we even measure it? (e.g., on time to the minute)
Is the data categorized? (e.g., unloading charges)
Do we live in a normal world?
Target (s) Substantiated?
Tracking Planned (Target) vs. Actual?
Is the data designed to provide insight?
Variable Data
11 © Copyright: Enhance International Group, LLC
Variable Data (Normal) Distribution
How to Control Process Variation?
MeanMedian
Variable Data Parameter(e.g., Cycle Time, Money, Weight)
LSLVOB
USLVOC
Freq
uenc
y (C
ount
)
DefectsDefects
Target
12 © Copyright: Enhance International Group, LLC
Mean
Variable Data Parameter(e.g., Cycle Time, Money, Weight)
LSLVOB
USLVOC
Freq
uenc
y (C
ount
)
DefectsDefects
TargetVariable Data (Non-Normal) skewed Distribution
How to Control Process Variation?
13 © Copyright: Enhance International Group, LLC
Credible (Independently assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
14 © Copyright: Enhance International Group, LLC
Are your Metrics Meaningful?
Measurement
• Quality• Delivery• Cost• Capacity
Operational
• Owner• Evaluator• Implementer
Hierarchical
• Strategic• Tactical• Operational
Elements of Smart Metrics
15 © Copyright: Enhance International Group, LLC
Quality: TGW … VOC– The mismatch in our ability to provide the deliverable to the customer’s
expectations.
Delivery: How late is bad?– The mismatch in our ability to provide the deliverable when the customer expected
it to be delivered.
Cost (EBIT): How to increase margin?– The amount that it costs the company to be capable to deliver when the customer
expected and/or what the customer expected.
Capacity: The capability of your process/product– The amount of product that’s made in a batch within consistent conditions &
timeframe.
Measurement
16 © Copyright: Enhance International Group, LLC
Strategic (Scorecard): Net Income, EBIT, Cash Flow Project Financial Y’s (Savings): Internal and Customer Executive Felt Pain Macro Level (bonus)
Tactical (Pulse): Trans per Person per Day, Cost per Transaction Bounded Process Output Deliverables Ops Mgr Felt Pain Grouped Transactional Level
Operational (Front Line): Turns, Queue, Resolution Time, Manual Steps Time and steps to resolve issue (torturous route) Implementer (Ops) Felt PAIN Transactional Level (Daily Routines)
Do you have all Perspectives Covered?
KPI Hierarchy Development Strategic, Tactical & Operational
17 © Copyright: Enhance International Group, LLC
Establishing Realistic Targets
Where are we today? What are our constraints? What can we achieve?
Targeting Your Success toward Ideality
Start IFR
CurrentState
Improve Phase
Ideality is the measure of progress toward the Ideal Final Result (IFR)
CurrentState
18 © Copyright: Enhance International Group, LLC
Credible (Independently assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
19 © Copyright: Enhance International Group, LLC
Prioritized Hierarchical Alignment
Perfect Order Operational to Strategic Alignment
20 © Copyright: Enhance International Group, LLC
Can you Track your Success in Achieving Your Vision?
Strategic Intent
Core Compe-tencies
(Existing/New)
Competitive Strategy “Winning Formula”Critical
ResourcesMarket &
Customers
Products & Services,
Distribution Channels
Corporate Culture
Systems & Structures
Business Scenarios &
Risk Response
Plans
• Strategic Objectives
• Strategic Initiatives
• Programs/Projects
• Measures/Targets
• Milestones
• Roles/Responsibilities
Elements of Strategic Management
21 © Copyright: Enhance International Group, LLC
Balanced ScorecardFinancialStakeholderValue O
bjec
tives
Mea
sure
men
t
Targ
ets
Gap
Pla
n
Customer BusinessInternalProcess
Employee Learning &Growth
Obj
ectiv
es
Mea
sure
men
t
Targ
ets
Gap
Pla
n
Obj
ectiv
es
Mea
sure
men
t
Targ
ets
Gap
Pla
n
Obj
ectiv
es
Mea
sure
men
t
Targ
ets
Gap
Pla
n
Are you Balanced?
22 © Copyright: Enhance International Group, LLC
Are your Perspectives Covered?
Quality, Cost and Delivery
Strategic, Operational and Tactical
Balanced Scorecard
Supply Chain Operational Reference (SCOR)
Tollgates
Your P&L
Standard Measurement HierarchiesPerspective
23 © Copyright: Enhance International Group, LLC
Credible (Independently assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
24 © Copyright: Enhance International Group, LLC
Are you Measuring the Right KPIs?
Customer Satisfaction (Y-axis) As A Function Of
Needs Fulfillment (X-Axis)
Satisfied Feeling
Dissatisfied Feeling
UnfulfilledCondition
(Broken Process)(Product Failure)
FulfilledCondition
(Perfect Process)(Product Performs)
FulfillmentCus
tom
er S
atis
fact
ion
Delighters
One-Dimensional
Must-Bes
Kano’s Model Three Dimensions of Customer Needs
25 © Copyright: Enhance International Group, LLC
When do you really need it? Customer package delivery:
– Where does the customer want the line drawn?– % on-time to Spec.; Days Late; # of reschedules (FTE to perform);
#, $ OS&D; # of shipments that effect dock management slots/production (FTE to perform; Restocking; Production Line Management)
How Bad is Bad? ..to what Degree? …does it Matter?
12:00Noon
AfternoonMorning
8:00a.m.
4:00p.m.
Pain Thresholding: Specification Limit Justification
26 © Copyright: Enhance International Group, LLC
Credible (Independently assessed, MSA)
Lifelike: Reflects process pain (Impact of inactions/actions is felt at every hierarchical level)
Enforceable (Repercussions)
Actionable (Real time vs. Post)
Realistic (Reflects Reality)
Smart Metrics Attributes
27 © Copyright: Enhance International Group, LLC
Who Ultimately Controls Transactional Flow?
Sales/Stock Broker: You can control the transactional flow
Supply Chain: “Back Office”: Sales and Operational Infrastructure controls the transactional flow
What is the difference between Sales and Operations?
28 © Copyright: Enhance International Group, LLC
How do we attack the Entire Iceberg?
Inspection
Warranty
Rejects
Scrap
Rework
(Tangible)
Giveaways
Long Cycle Times
Duplicate Work
Contradictory Actions
Expediting Cost
Customer Productivity Loss
Lost SalesCustomer Satisfaction
OvertimeLost Deliveries
Increased Setups
Excess Inventory
Lengthy Installs (VTP)
Lost Customer LoyaltyEmployee Morale, Productivity, Turnover
Engineering Change Orders
(Intangible)
Lost Opportunity
Traditional Quality Costs(Easily Identifiable)
Hidden Quality Costs(Difficult to Measure)
Iceberg Management
29 © Copyright: Enhance International Group, LLC
Ensuring the Right KPIs for Your Business’ Success
Perfect Order Definition• Forecast = Actual• Customer Submits Order• Pre-approved pricing • Confirmed Inventory• Customer Credit Approved• Picked at the Warehouse Correctly
1st Time (no changes)• No Overage/Shortage• Ship and Deliver On-time• Invoiced on-Time• No Damages• Carrier Submits Accurate Invoice• Satisfied Customer• Timely Reconciliation
Perfect Order Aligned KPIs• VTP: Forecast vs. Actual• Order Lead Cycle Time; % Short Lead• $, # Orders on-Hold/Delayed/Rebuilt/ Cancelled orders• $, #, % Inventory Not Available/Delayed/ Warehouse
Changes• $, #, % Lost in Change orders• $, #, % Customer Credit Approved that are Delayed/
Abandoned Changes• $, #, % Shortages/Overages that are
Delayed/Cancelled Changes• $, #, % Carrier Route Guide Changes that are
Delayed/Cancelled• VTP Pick-up, Delivery, % On-time• VTP Invoiced, % On-time• $, #, % Damages• #, % of Reconciled Invoices• # Customer Satisfaction (Recommend)
Perfect Order Alignment
30 © Copyright: Enhance International Group, LLC
Finance• Reducing A/R days outstanding• Reducing A/P days variability• Reporting accuracy improvement• Reduce cycle time for data reconciliation• Reduce cycle time for removing assets from books• Reporting cycle time reduction
Human Resources and Training• Improve employee retention • Improve employee hiring speed• Reduce cycle time to add employees to payroll and benefits• Reduce defects in changing employee information• Improve effectiveness of training (Time to Productivity)• Employee knowledge Assessment
Industry Project Examples
31 © Copyright: Enhance International Group, LLC
Manufacturing• $ Hourly Rates (Internal, Contracted)• $ in FTE Overtime• $ in Manufacturing Changes (Expedite)• #, $ in Union Fines • #, Volume ….# Turns• #, $, % Changes• Days Late: % Late• Takt Time• % Scrap• TPY• # of Updates/Changes• Time to find a part• Time to manage “special” situations
Variance to Plan (VTP)
Industry Project Examples
32 © Copyright: Enhance International Group, LLC
Transportation• $ in Expedited• $ in Manufacturing Changes• $ in Customer Fines• $ Rates, $ Accessorial Charges• #, $ in Union Fines • Days Late: % Late• #, $, % Changes• Transactional Cycle Time• % of Drop Trailers• # of Drop Trailers waiting for PU• # of manual changes• Time to find load• Time to manage “special” handling
Variance to Plan (VTP)
Industry KPI Examples
33 © Copyright: Enhance International Group, LLC
Warehousing• Cash Flow• $ Warehousing• $ in Inventory• $ Personnel (Overtime)• $ External Warehouse Renting• % of unused space (Storage, Doors)• Number of Turns• % Short Shipped; $Rev Lost in Order Fill• Time to Stage• Stage to Load Cycle Time• # of loads w/o PODs• Time to find paperwork• Time to find inventory
Variance to Plan (VTP)
Strategic
Operational
Tactical
Industry KPI Examples
34 © Copyright: Enhance International Group, LLC
Customer Experience & Service Benchmarking
34
35 © Copyright: Enhance International Group, LLC
1. Identify the pain2. Establish KPI Hierarchy3. SOT Alignment4. CT … QCD Perspectives5. Link to Financials6. Prioritize to Initiatives of Success7. Ensure KPIs are believable(MSA) and enforceable8. Confirm that KPIs provide tangible results; linking
to Customer Satisfaction and Margin Improvement9. Prepare yourself for change.
Enabling Your Success
Roadmap
36 © Copyright: Enhance International Group, LLC
Ensure Alignment• Reliable and consistent information• Understand key relationships• Build metrics and scorecards into Hierarchy (SOT)
Ensure Focus on Key Issues• Flexible believable KPI visibility• Immediate awareness of issues• Enable Dynamic Accountable Action Plans
Ensure Ownership and Accountability• Metric Ownership• Manage Corrective Actions• Embed Business Intelligence Capabilities
KPI Best-in-Class Practices
37 © Copyright: Enhance International Group, LLC
38 © Copyright: Enhance International Group, LLC
END
Personalize Your KPIs to Drive Success
© Copyright: Enhance International Group, LLC
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