Healthcare Operations Management An Integrated Approach to Improving Quality and Efficiency Chapter 6. Tools for Problem Solving and Decision Making Daniel B. McLaughlin Julie M. Hays Chapter 6. Tools for Problem Solving and Decision Making • • • • • • • • • Decision-making framework Framing Basic process improvement Root cause analysis Failure mode and effects analysis (FMEA) Decision trees Optimization Theory of Constraints (TOC) Force field analysis Copyright 2008 Health Administration Press. All rights reserved. 6-2 Decision-Making Framework • Framing - Identifying and framing the issue or problem • Gathering intelligence - Generating or determining possible courses of action and evaluating those alternatives • Coming to conclusions - Choosing and implementing the best solution or alternative • Learning from feedback - Reviewing and reflecting on the above steps and outcomes Copyright 2008 Health Administration Press. All rights reserved. 6-3 Barriers to Good Decision Making Key Elements Barriers to Brilliant Decision Making Framing the question Plunging in Frame blindness Lack of frame control Gathering intelligence Overconfidence in your judgment Shortsighted shortcuts Coming to conclusions Shooting from the hip Group failure Learning/failing to learn from feedback Fooling yourself about feedback Not keeping track Failing to audit your decision process Copyright 2008 Health Administration Press. All rights reserved. 6-4 1 A Test of Your Problem-Solving Abilities Can a man living in Milwaukee, Wisconsin, be buried west of the Mississippi? 2 3 5 If you had only one match and entered a room where there was a lamp, an oil heater, and some kindling wood, which would you light first? If a doctor gave you 4 How many animals of each three pills and said to species did Moses take along take one every half on the ark? hour, how long would they last? If you have two U.S. coins totaling 55 cents and one of the coins is not a nickel, what are the two coins? Copyright 2008 Health Administration Press. All rights reserved. 6-5 Mind Mapping Diagram created in Inspiration® by Inspiration Software®, Inc. Copyright 2008 Health Administration Press. All rights reserved. 6-6 Process Mapping/Flowcharting • Graphical depiction of a process showing inputs, outputs, and steps in the process • Used to understand and optimize a process • Integral part of most improvement initiatives including Six Sigma, Lean, Balanced Scorecard, RCA, FMEA, and so forth Copyright 2008 Health Administration Press. All rights reserved. 6-7 Process Mapping Steps 1. Assemble and train the team. 2. Determine process boundaries and desired level of detail. 3. Determine and order major process tasks. 4. Draw a formal flowchart. 5. Check the accuracy of the formal flowchart. 6. Collect more data and information as needed. Copyright 2008 Health Administration Press. All rights reserved. 6-8 Flowchart Standard Symbols Arrows show the direction of flow of the process. A An oval is used to show rectangle Block arrows inputs/outputs to the is used to are used to show process or start/end of the show a transports. task or process. activity. A diamond is used to show those point in the process where a choice can be made or alternate paths can be followed. D shapes are used to show delays. End Feedback loop Microsoft Visio® screen shots reprinted with permission from Microsoft Corporation. Copyright 2008 Health Administration Press. All rights reserved. 6-9 Activity and Role Lane Mapping Role Activity Take insurance information Clerk x Nurse Porter Doctor Move patient x x Record vital signs x x Take history x x Examine patient x Write pathology request x Deliver pathology request x Copyright 2008 Health Administration Press. All rights reserved. 6-10 Service Blueprinting Customer Actions Onstage Actions Customer gives prescription to clerk Clerk enters data Line of interaction Clerk gives prescription to pharmacist Clerk retrieves medicine Pharmacist fills prescription Pharmacist gives medicine to clerk Line of visibility Backstage Actions Customer receives medicine Clerk gives medicine to customer Microsoft Visio® screen shots reprinted with permission from Microsoft Corporation. Copyright 2008 Health Administration Press. All rights reserved. 6-11 Root Cause Analysis • Structured, step-by-step techniques for problem solving • Aimed at determining and correcting the ultimate causes of a problem • What happened? • Why did it happen? • What can be done to prevent it from happening again? Copyright 2008 Health Administration Press. All rights reserved. 6-12 Five Whys Technique • Ask why the condition occurred. • Ask why for each answer (five times is a good rule of thumb). Copyright 2008 Health Administration Press. All rights reserved. 6-13 Cause and Effect Diagram Waiting Time Mother Nature (Environment) Methods Waiting Time Machines Copyright 2008 Health Administration Press. All rights reserved. Man 6-14 Cause and Effect Diagram Mother Nature (Environment) Methods Files unorganized Transport arrives late Lack of treatment rooms Excessive paperwork Poor scheduling Old inner-city building Corridor Lack of technology blocked Process takes too long Poor maintenance Machines Bureaucracy Waiting Time Unexpected patients Elevators broken Wheelchairs unavailable HIPAA regulations Incorrect referrals Original appointment missed Wrong patients Sick Staff not available Late Man Copyright 2008 Health Administration Press. All rights reserved. 6-15 Failure Mode and Effects Analysis (FMEA) 1 2 3 4 5 6 7 8 Total RPN (sum of all RPNs): Copyright 2008 Health Administration Press. All rights reserved. 6-16 Failure Mode and Effects Analysis (FMEA) • Failure mode: What could go wrong? • Failure causes: Why would the failure happen? • Failure effects: What would be the consequences of failure? • Likelihood of occurrence: 1–10, 10 = very likely to occur • Likelihood of detection: 1–10, 10 = very unlikely to detect • Severity: 1–10, 10 = most severe effect • Risk priority number (RPN): Likelihood of occurrence × Likelihood of detection × Severity Copyright 2008 Health Administration Press. All rights reserved. 6-17 Theory of Constraints • The Goal (Goldratt and Cox 1986) • Every organization is subject to at least one constraint, which limits it from moving toward its goal. • Eliminating or alleviating the constraint can enable the organization to come closer to its goal. Copyright 2008 Health Administration Press. All rights reserved. 6-18 Theory of Constraints Five Steps 1. Identify the constraint (or bottleneck). 2. Exploit the constraint. 3. Subordinate everything else to the constraint. 4. Elevate the constraint. 5. Repeat the process for the new constraint. Copyright 2008 Health Administration Press. All rights reserved. 6-19 Optimization • A technique used to determine the optimal allocation of limited resources, given a desired goal • Resources - People - Money - Equipment • Goal or objective - Maximize profit or revenue - Minimize cost • Linear or nonlinear Copyright 2008 Health Administration Press. All rights reserved. 6-20 Optimization Optimization models have three basic elements: 1. An objective function, which is the quantity that needs to be minimized or maximized 2. The controllable inputs or decision variables that affect the value of the objective function 3. Constraints that limit the values the decision variables can take on Copyright 2008 Health Administration Press. All rights reserved. 6-21 Decision Trees Choose this Choose this path because because path expected costs expected of $7 million costs ofthan $7 are less $7.28 million million are less than $7.28 million. HMO vaccination decision Choose this Choose this path because path because expected costs expected of $10.4 million costs ofthan $10.4 are less $12.2 million million are Program -7 Vaccination program #1 -7 No program 0 70.0% Flu 0 outbreak Flu -7 No flu 30.0% outbreak 0 Flu outbreak 70.0% 0 Flu -7.28 30.0% No flu 0 outbreak Copyright 2008 Health Administration Press. All rights reserved. 0.7 -7 The tree diagram in this figure was drawn with the help of PrecisionTreeļ, a software product of Palisade Corp., Ithaca, NY; www.palisade.com. 0.3 -7 Program A 60.0% -6 Costs -12.2 B 40.0% -4 C 60.0% -12 Costs -10.4 D 40.0% -8 -7 Vaccination Program #2 -10.4 No program 0 0 0 0 -13 0 -11 0 -12 0 -8 6-22 Decision Tree Risk Analysis # 1 2 3 Initial Vaccination No Initial Vaccination Program Program X P X P –7 1 –12 0.42 –8 0.28 0 0.30 Copyright 2008 Health Administration Press. All rights reserved. 6-23 Force Field Analysis • A technique for evaluating all the forces for (driving) and against (restraining) a proposed change • Used to decide whether a proposed change can be implemented successfully • Used to develop strategies that will enable successful implementation of a change Copyright 2008 Health Administration Press. All rights reserved. 6-24 Force Field Analysis Driving Forces 4 Restraining Forces Critical incidents on the increase Staff knowledgeable in 4 change management Increase in discharge 3 against medical advice 5 Complaints from patients and doctors increasing 3 Care given predominantly biomedical in orientation Plan: Change to bedside shift handover Total: 19 Copyright 2008 Health Administration Press. All rights reserved. Ritualism and tradition 4 Fear that this may lead to more work 4 Fear of increased 3 accountability Problems associated with late arrivals Possible disclosure of confidential information 5 5 Total: 21 6-25 Conclusion The tools and techniques outlined in this chapter are intended to help organizations along the path of continuous improvement. The choice of tool and when to use that tool are dependent on the problem to be solved. In many situations, several tools from this and other chapters should be used to ensure that the best possible solution has been found. Copyright 2008 Health Administration Press. All rights reserved. 6-26