Tuesday, December 17, 2013

3 key learnings from the 2013 Institute for Healthcare Improvement (IHI)

I was fortunate enough to attend the Institute for Healthcare Improvement (IHI) Conference this year in Orlando Florida. I participated in many workshops, learning labs, and minicourses and I have decided to give a brief summary of a few learning's from my time there.

I. Simulation
There are simulations for discrete events such as physical processes but computer simulation can also simulate real-world phenomena such as the spread of information and even “change” behavior and how it affects an organization.

This workshop focused on how to take national research based metrics such as the rate of change readiness, adoption, and adaptability for organizations (among other metrics) to create a simulation to help the user determine the most effective strategies for implementing programs such as readmissions.

The workshop facilitators also spend a good amount of time speaking to the validity of data that is used as input for these models and techniques to arrive at conclusions with some reliability using Fermi decomposition techniques, which is an estimation technique. You can then PDCA the simulation model as you learn more about how your particular organization behaves.


II. Run Charts vs. Red, Green, Yellow

Many organizations use Red, Yellow, and Green to indicate the status of measures. This style of displaying metrics is limiting and can cause confusion. This can stifle crucial conversations and lead leaders to the wrong conclusions.

Instead, the presenters argued, using simple control charts can illustrate interdependencies of processes; prove that your processes are out of control (despite being within control limits), and allow leaders to draw valid conclusions. This is something that the classic Red, Yellow, and Green dashboards cannot convey well.

To show the difference, a handout exercise was performed during the workshop where the same metrics were presented, both in standard dashboard style with the use of color coding (Red, Yellow, and Green) and then again using Shewhart charts (control charts with upper and lower bound limits).

The presenters covered the 5 rules for detecting special cause in your processes using control charts, which are:

Example Control Chart
1. A single point outside control limits.
2. A run of eight or more points in a row above or below
    the mean
3. Six consecutive points increasing or decreasing
4. Two out of three consecutive points near a control limit
5. Fifteen consecutive points close to the mean



III. Real-time location systems (RTLS)
The presenters described RTLS as: Wireless technology that permits the tracking of moveable medical equipment, patients, and staff.

There are many reasons why an organization may want to use this technology including: Easily tracking of equipment that may be recalled, reduced excess purchasing, address shortages enterprise wide, better equipment planning, temperature monitoring on sensitive equipment.

Another application, not mentioned in this workshop was the ability to move to a real-time simulation forecasting model. If a system has the ability to input data into the model immediately (or close to), then a department or hospital may be able to forecast problems, days in advance (much like weather forecasting).

Think you need help? Please contact me at Astrozuggs@gmail.com with any questions you may have about this or any other Continuous Improvement Question.

Also, please see my other Continuousimprovementpal blogs

Saturday, September 7, 2013

Why Simulation is better than spreadsheets

Why is Discrete Event Simulation better than spreadsheets?

One important reason Discrete Event Simulation (DES) is a more powerful tool for analysis than spreadsheets is its resourcing and variability capability, which models real-world scenarios more easily.


What is Simulation?

Discrete Event Simulation (DES), often referred to as "Simulation" describes software which is designed to model complex processes for discrete events or rather, distinct processes which take into consideration the dimension of time (I know I’m getting kind of nerdy here, but I don’t know how else to describe it.)

Simulation software also typically includes the capability to create "animations" of what you are simulating. For example, if you are simulating an emergency room in a hospital, you would see an "animation", which may look similar to a video game showing patients, nurses, and doctors walking around. For all of my simulations, I use extend 7 (now known as ExtendSim).

Here are some questions that simulation can reliably help answer:

If my business increases volumes, at what point do I need to purchase more machines, or hire more people?

How much more annual revenue can I expect if I reduce my customers perceived waiting time by 3, 5, or 10 minutes?

How large should we make our waiting room for our urgent care clinic?


Think you have challenges and need help? Contact me at Astrozuggs@gmail.com

Carwash Example:

Let’s look at an example, which is similar to an example that we used at my previous employer when we would do simulation for healthcare. I have changed it to a carwash example.

Cars are arriving to a carwash at an average of every ten minutes, using the vacuum for ten minutes, then wash for ten minutes, and finally dry and detail for ten minutes.

In a spreadsheet analysis, you might include averages in cells where cars arrive every ten minutes and each step in the process happens in exactly 10 minute intervals, then the car leaves 30 minutes after it arrived (Figure 1).

In a simulation analysis, however, the vacuum along with the wash bay and dry/detail areas are considered resources that can only be used one at a time, which will allow for queuing of cars
until that resource becomes available again. Now, introducing variability into your processes will cause cars to wait in line. In the example below I programmed variability into the processes by introducing random distributions for each of the car wash bays, still with the same average as before but with plus or minus two minutes (i.e. 8-12 minutes instead of just always every 10 minutes.)

I then programmed customers to leave if they wait longer than 15 minutes (Figure 2), which can represent customers becoming frustrated or even the fact that your carwash may not have the physical space to hold more than a 15 minute line (i.e. customers cannot even pull in to your establishment from the street.)

Results for Spreadsheet:

Figure 1 spreadsheet analysis


Using a spreadsheet analysis (Figure 1), you can complete 58 cars in a ten hour shift (i.e. at the end of 10 hours there are still 3 cars in the process, which are not yet vacuumed, washed, or dry and detailed).
Results for Simulation:

Because the simulation allows for waiting in line, only 39 cars were completely finished and 15 customers left after 15 minutes of waiting (Figure 2).




 Figure 2: Extendsim Simulation showing 15 customers leave without having been  served. Wait-times for the vacuum are still over 8 minutes
                  
It should be interesting to note that when I ran the simulation with customers not leaving after 15 minutes (Figure 3) the wait time to use the vacuum shot up to over 76 minutes (Would anyone really wait 76 minutes to use the vacuum?)

Figure 3 Extendsim simulation showing average wait times of over 76 minutes when customers do not leave after 15 minutes

 You can see that there exists a notable difference between the spreadsheet analysis and the simulation analysis. In our small car wash example, the spreadsheet analysis suggests that the carwash is capable of handling almost 60 customers a day. If you consider a carwash that can make anywhere from $5.00 to $10.00 per customer then the annual revenue could be as much as $160,000 for our little carwash.

The simulation analysis suggests the carwash can realistically only handle about 40 customers a day with an additional 15 customers leaving or not being satisfied. Considering many customers would be given free carwashes to make up for the wait, we can realistically expect to see at most $95,000 in annual revenue.

This example was very simple with only 3 processes. Simulation becomes even a more powerful tool as complexity increases.

In one instance, I helped build a simulation (along with several other engineers) for a large portion of a hospital where several months after our project was complete, the head engineer received a frantic call from one of the hospital administrators. They were experiencing longer wait times and patients queuing up in several areas of the hospital and they could not determine why. One of the associates of the company grabbed his laptop (with the simulation on it), flew to California to make some observations, then adjusted and performed the simulation. He was able to do a root cause analysis of the simulation results, which also applied to the hospital’s real-world scenario the hospital was experiencing and was able to create a strategy to mitigate the issue.

The simple carwash example illustrates the benefits a properly built simulation can provide.

Additional benefits of DES include (but not limited to):

1. The ability to change process patterns to a granular level (i.e. you can dynamically change the volume of cars entering your system by hour, day, or month of year to capture seasonality)

2. The capability to perform scenarios such as increasing customer demand to determine at what point your business is at capacity (ex. Many healthcare systems use DES to determine when to build additional OR’s, Inpatient rooms, or what the effect of changing one process has on another part of the hospital)

3. The ability to use animations helps others (who may not be technical) clearly understand what the simulation is doing and what the outcomes of the simulation are (as opposed to viewing a presentation with graphs and numbers.)

See a more in depth list of Simulation benefits vs. spreadsheets at ProModel.

Conclusion:

I do not want to imply that spreadsheet analysis is not useful. Spreadsheet analysis can be a powerful tool to provide good answers and is fairly easy to perform (I use spreadsheets all the time.)

However, using simulation software will cause you to think about your processes, how it behaves, and will reveal things about your business that you would have never have seen or even considered.

Simulation does have some drawbacks, which include:

1. Simulation software is expensive. More affordable simulation software can still cost thousands of dollars.

2. You need lots of good data. You need to pull data anyway you can and have the ability to clean it up for analysis prior to including it in your simulation. Often you will be required to observe the process yourself, making note of times, how things work, and documenting anomalies that happen, which will later be built into the simulation.

3. Some knowledge of computer programming and logic is required.

4. Knowledge of probability and statistics are necessary to be sure that you created an accurate model. When reporting results, you need understanding of statistics to be able to determine if your model’s outcomes are statistically significant.

I hope this helped you understand simulation, ways it can be used, and why it can be more powerful than a spreadsheet analysis.

Please contact me at Astrozuggs@gmail.com with any questions you may have about this or any other Continuous Improvement Question.

Also, please see my other Continuousimprovementpal blogs

 

Sunday, August 11, 2013

4 Easy Steps To Improve Cash Flow for a B2B Service Company


A major business expense often overlooked is poor or sub-optimal cash flow. When it takes a long time to get back what you have already paid out, operating expenses increase and profit margin is lowered. By improving cash flow your company decreases its costs and increases it profits. This blog post will explain specifically how you can also generate new revenue and improve customer satisfaction as well – all at the same time!

Guest blog post by Chris Walker - Vice President at Starkweather Roofing (Phoenix, Arizona)

B2B Service Company
 
Starkweather Roofing services and installs primarily commercial and industrial roof systems. We offer residential roofing services as well, but the majority of our customers include commercial building owners, property managers, facility managers, and general contractors. We do not sell products and do not have a high volume of transactions with end consumers, categorizing us as a B2B (business-to-business) service company.

A Personal Example of Poor Cash Flow
Upon rejoining the company in February 2013, we quickly identified that for a variety of reasons invoices for commercial roof maintenance and emergency roof leak repair services took on average 45 days to be created. In other words, we had already paid for wages and materials a month-and-a-half before we even generated a request for payment. As a result past due receivables, collections efforts, and write-off’s were higher than necessary. Although service accounts for only ~10% of total revenues, cash flow was still clearly an opportunity for improvement worth pursuing. Thus, one of my first continuous improvement efforts focused squarely on increasing cash flow in our service department.

Once an invoice is created, it takes an additional two to five business days for the postal service to deliver it to the customer. Depending on how mail is distributed upon receipt, their review and approval processes, as well as agreed upon payment terms and other policies and procedures of the company receiving our invoice, it could take another month or more from that point until we receive payment… assuming there are no discrepancies.

Invoice disputes create poor customer relations and require valuable resource time from both our accounting and our service department staff to resolve. When we have to send significantly past due invoices to collections, this further decreases our profits as the collections agency charges a fee and in some cases negotiates a settlement amount to resolve the debt. In the end, at times we lose money on a transaction or are forced to write-off the invoice entirely.
On average we weren’t being reimbursed for our actual outgoing expenses on the services we provided for two to four (or more) months after we incurred them. Multiply this over hundreds of transactions per month and include collections and write-off’s, and you can see how cash flow could become an issue.

How We Fixed Our Cash Flow Problem

Through process mapping, data analysis, and interviews with our staff and customers, the root causes of our cash flow problem was identified to be a result of timing and communication. We found the longer it took for a customer to receive our bill and the less clear it was what the bill was for, the longer it took for us to get paid. Now that we knew what was causing the problem, we could go about identifying solutions to minimize it.

Using an approach known as value stream mapping, the key stakeholders and I documented the process step-by-step, beginning with completion of the repairs through receipt of final payment. We documented the pain points throughout the process and grouped them into categories, flagged where process variations existed, identified what data was available, and then began to brainstorm ideas for incremental improvement. In order to fix our cash flow problem we had to make timely, accurate, and pre-aligned invoicing of our roof repair service work orders a priority and resource the process accordingly.

One major problem was timing (taking 45 days to create a bill). By the time the customer received the bill they sometimes had forgotten they ever requested the service for that particular building to begin with, and needed additional time to reconcile their records with our invoice. Another contributing factor was the lack of an adequate explanation of our bill. Other than the address or building name of the roof we serviced, often our invoices were vague and some customers didn’t quite know what exactly they were being asked to pay for. The customers we interviewed agreed that if we could fix these two issues (timing and transparency), payments could be made much faster.

Our Improved Invoicing Process

We now dedicate a percentage of one person’s time to immediately reviewing all completed roof repair work orders for accuracy (ensuring we account for all time and materials actually incurred) and ensuring there is a thorough, easy-to-understand explanation of the work performed. During this review we also double-check to see if the roof may be under warranty, or if this may have been a repeat problem. The double-check process step eliminates a large number of disputes over repairs that likely should not have been billed in the first place (requiring credits later in the year). Our new policy is to finish this review within 2 business days of the completion of the repair work.

Starkweather Roofing’s service technicians take before and after pictures of repairs, but we had rarely shared them with customers previously (unless asked). Because our customers rarely if ever actually see the roofs of the buildings they own or manage, we now accompany the photos with the invoice not only to demonstrate that the work was done, but so they can also see what exactly it is that caused their problem(s), get an idea of their roof’s overall condition, and view the quality and craftsmanship they are paying for. We have an online customer portal for customers to report leaks, monitor progress, view work history, and download invoices, warranty information, and more anytime from anywhere they have an internet connection. Our new policy is to always make these pictures visible in that online portal, and to do so as soon as the work order review is complete.

The invoice itself is generated immediately after the work order is validated and the pictures have been made visible in the customer portal. This end-to-end batch processing approach to invoicing saves resource effort and greatly reduces the entire process duration at the same time. We now produce a clearly articulated, accurate invoice for a billable repair that accounts for all expenses and includes before and after pictures within just 2 days of completion of the work.
Before we mail the invoice, we email a digital courtesy copy directly to the requesting customer and give them 24 hours to review and respond with any questions or concerns. Our customers now have the opportunity to evaluate the work we performed, the associated charges, and to inform us of any questions, clarification requests, or disputes they may have before we mail a copy to their accounting department for payment. If there are any problems, we are able to quickly resolve the issue and align 100% on the charges. Often times they even copy the accounts payable contact on their email response to confirm approval of the charges for payment to help the remainder of the process go smoothly.

We now mail (and in a growing number of cases, email directly to the accounts payable contact to save further on time and the costs of printing, paper, envelopes, and postage) invoices just 3 business days after completion of the work and accrual of expenses, and are extremely confident in receiving timely payment on 99% of them. Our past due receivables and associated collections efforts and expenses has been virtually eliminated. A dramatic improvement over the previous average, more often than not we are now paid for our services in half the time it took us previously to even create the initial bill. Cash flow in our service department is no longer an issue – on to the next improvement opportunity!

Additional Benefits Realized by Improving Cash Flow
Customer satisfaction has dramatically improved as a result. Our customers greatly appreciate the timely confirmation that their roofing problems have been resolved as well as their improved ability to understand and actually see the work performed, and being given an opportunity to review the bill before it is sent for payment. A once mundane and often painful aspect of any business relationship has evolved into a pleasant, eagerly anticipated interaction… and another key differentiator of Starkweather Roofing from the competition.

These email exchanges also provide an opportunity to interact positively with our customers on a regular basis and to gently remind and encourage them to consider our other service offerings such as preventive roof cleaning and maintenance, roof restoration, re-roofing, and new roof construction without having to further invest in traditional interruption marketing methods. During the work order review process we make note of the number of work orders for that particular building over the previous 12 months. If there are a certain number of non-repeat issues on a roof in the previous year, we specifically ask in the invoice courtesy review email if he or she would like us to evaluate that roof further and provide recommendations and budget figures for maintenance, restoration, and/or re-roofing. This natural dialogue, value-add approach makes our business development efforts much easier, cost significantly less, and our conversion rate on proposals initiated under these circumstances are much higher than normal.
How To Improve Cash Flow in Four Easy Steps

You can implement the same improvement principles in your company that Starkweather Roofing did to not only improve cash flow but at the same time reduce expenses, increase profit margin, generate new revenue, and improve customer satisfaction.

1. Regardless of when it will actually be sent, make it a priority to generate an accurate customer invoice in a timely manner. The longer it takes to create the bill the more likely it will contain inaccuracies, which lead to increased disputes and elongated time to receive payment.

2. Clearly explain what exactly the bill is for. Itemize and be as transparent as you can. We include the specific building name, address, and suite number(s), as well as tenant name(s) where applicable in addition to the description of work performed and subtotals for labor, materials, and service charge. We also make available the request date, date of service, and before and after pictures. We leave no doubt what exactly the invoice is for and how we arrived at the charges.

3. Provide the customer a brief window of opportunity to preview the invoice and specifically ask them to respond with any questions or concerns. Give them a short timeframe to do so before it is sent out for payment. Proactively resolving disputes require less time and effort than doing so reactively, and significantly decreases your outstanding receivables, collections, and write-off’s.

4. Take advantage of this natural opportunity to interact with your customers to educate them on the other products or services your company offers. Do this as seamlessly and non-sales like as possible. Where it is appropriate, we mention the number of times in past year that particular building had a roofing issue, what they’ve spent so far in total, an approximate cost of preventive maintenance, and specifically ask their permission to provide them with a scope of work and price for a less expensive alternative that proactively eliminates the opportunity for future leaks (if possible), and provide options for restoration or re-roofing where necessary.

These principles are applicable not only for B2B service companies, but also B2C (business-to-customer) and product-centric companies where the final payment amount isn’t predetermined. Just think if plumbers, mechanics, consultants, landscapers, or any number of other companies you do business with approached invoicing in this manner.

If you have any questions or would like to offer your ideas or best practices for improving cash flow, please leave a comment below or email me at Chris@StarkweatherRoof.com




Tuesday, August 6, 2013

How to improve everything!

Have you ever cooked a meal, and it didn’t turn out as you would have expected?
You may have said to yourself “In the future, I will add more salt” or “I wonder if this meal would taste better if I use sweet Italian sausage next time instead of hot?”
The next time you make the dish, you test out your hypothesis and wouldn’t you know … it was better. Did you know that you just performed a PDCA cycle?

A cornerstone of Continuous Improvement is Plan, Do, Check, Act, or PDCA. It’s the process of making incremental changes, no matter how small, to improve your work, according the J.K. Liker, author of The Toyota Way, the definitive book on Continuous Improvement.

Generally speaking, you want to make sure to do four basic activities:
1. Plan out what you want your target or objective to be and determine how to get there.
2. Do the activity or process to get you there, such as your process or work.
3. Check your results (did what you thought was going to happen, in fact, happen?)
4. Act on your results (do you need to adjust what you did to get even better?)

PDCA is effective because it does not necessarily require a large amount of time to improve on processes when you are already the subject matter expert. It can also be effortless since keeping improvement in front of mind also allows us to recognize areas for opportunity more easily as a normal part of our day.

PDCA can be easy and fun. It does, however, require being comfortable knowing and having others know that you are not perfect and to recognize with everything comes room for improvement.

Questions? email me at astrozuggs@gmail.com