Six Sigma & Lean are called business strategies for a reason; they are strategies
that the management of large and small companies must implement if they want to
be around in ten years. These are not just quality programs that some quality guru
dreamed up, these are legitimate business strategies that are focused on reducing
cost, waste and defects.
Six Sigma Improvement Table
This table tells the story of Six Sigma improvements. This is no small task: to
go from 2 Sigma to 3 Sigma is a 78.35% improvement! Most manufacturing company’s
are about 3-4 Sigma, and to improve from 4 to 5 is a 96.25% improvement. To move
from a 3 to 6 Sigma is 99.99% improvement, or almost a 100% improvement in your
business. Given this task, how would you go about creating this kind of improvement?
Not a simple task! The only way to get this kind of improvement is to improve everything
in the business. This is why you need to have both Lean and Six Sigma; together,
they improve all aspects of the business, from order entry to shipping. To implement
both strategies you need to train all employees in every area. And because this
is not a very easy thing to do, you need specially trained Black Belts, Green Belts
and Lean Experts. These people are trained in the more than 150+ tools needed to
drive improvement. This also allows you to have Lean projects and Six Sigma projects
working simultaneously.
Strategies for Improvement
Lean is a strategy to improve cycle times, eliminate waste and reduce inventories,
whereas Six Sigma is a strategy to reduce variation in the process. To create
improvement, you need both strategies. You need the techniques of both strategies
in many areas to drive the improvement strategy. What is the benefit of eliminating
defects and then have production waiting for orders to be processed? If we reduce
the cycle times and eliminate waste in the process, but have too many defects, scrap
and rework, we have not made any progress. Both strategies work together to improve
the overall process.
Just think of the payback on a nearly 100% improvement! In many cases this kind
of improvement would eliminate the need for a second shift, because the first shift
is so efficient that they can produce the same amount of product as the two shifts
combined. Include both strategies and you have:
- Efficient and productive time spent on producing only what the customer wants, when they want
it!
- No defects or returns to deal with, no excess inventory to count, no scrap to handle,
store and dispose of, no rework to handle, repair, re-inspect and re-handle.
- Set ups and changeovers that occur in minutes instead of hours.
- Orders processed without errors; orders filled and completed without errors.
- Employees involved in making the process and the company better and more profitable.
Now you can focus on revenue and not have to worry about the end of the quarter
rush, driving up cost with overtime and increased mistakes and customer complaints.
All orders are processed error free, no matter when they are received. With a 100%
improvement, you can be very competitive in your pricing, lead times and take advantage
of your improved process.
As Plant manager, I had extremely good lead times in comparison with our competition.
I could sell at a higher price for those who wanted the product this week. Since
our competition had 8-12 week lead times, I could steal every customer who was desperate
for the product. The quality was also better, which was a bonus to our customers;
they came back even when they had the time to wait.
Part of the reason we could do this was because we had taken our changeover time
from 4 hours to 4 minutes, eliminating the second shift and increasing productivity.
This is a Lean strategy to reduce set up and changeovers to a minutes or less. In
addition, we implemented a strategy so that the next order was ready and waiting
for the operator to finish. Old die out, new die in, material ready to load and
off we go! Many companies look at set up and changeover reduction as a way to save
time and money, however this is only part of the Lean strategy. Another part of
Lean strategy is to use the 5S plan to clean up and organize the floor, to standardize
tooling, and to eliminate inventory waiting to be processed. There are about 100
Lean tools that you can implement to help improve efficiency and productivity. Six
Sigma has another 60 tools to focus on defects and variation.
Why so many tools? Because as you improve, it becomes harder and harder to identify
root causes and develop permanent solutions. At 5 Sigma you have 233 defects per
million opportunities, not a lot of information to play with and solve problems.
As you can see from the table, the defects get smaller and smaller as you increase
the Sigma level. The 233 defects could be spread out over a long period of time
and may be from 200 different reasons or causes. It may take a year or two to understand
and figure out some of the causes of these defects, and you may not get any better
without changing the design or the process. There are many processes out there that
will never get better than 3 Sigma; these processes are not robust enough to improve
beyond that point.
There are product designs that are not robust enough to allow the process to improve.
This is why we have so many tools to help us make these determinations and drive
improvement back into product and process design. If you have a 6 Sigma process
and put a product design that is not designed to be manufactured at this level,
you drag down the process performance to the design level. The same is true for
a 6 Sigma product manufactured on a 3 Sigma process.
Six Sigma Conversion Table
|
Sigma
|
DPMO
|
|
Sigma
|
DPMO
|
|
1.5
|
500,000
|
continued
|
3.8
|
10,720
|
|
1.6
|
460,200
|
|
3.9
|
8,198
|
|
1.7
|
420,700
|
|
4
|
6,210
|
|
1.8
|
382,100
|
|
4.1
|
4,661
|
|
1.9
|
344,600
|
|
4.2
|
3,467
|
|
2
|
308,500
|
|
4.3
|
2,555
|
|
2.1
|
274,300
|
|
4.4
|
1,866
|
|
2.2
|
242,000
|
|
4.5
|
1,350
|
|
2.3
|
211,900
|
|
4.6
|
968
|
|
2.4
|
184,100
|
|
4.7
|
687
|
|
2.5
|
158,700
|
|
4.8
|
484
|
|
2.6
|
135,700
|
|
4.9
|
337
|
|
2.7
|
115,100
|
|
5
|
233
|
|
2.8
|
96,800
|
|
5.1
|
159
|
|
2.9
|
80,760
|
|
5.2
|
108
|
|
3
|
66,810
|
|
5.3
|
72
|
|
3.1
|
54,800
|
|
5.4
|
48
|
|
3.2
|
44,570
|
|
5.5
|
32
|
|
3.3
|
35,930
|
|
5.6
|
21.0
|
|
3.4
|
28,720
|
|
5.7
|
13.4
|
|
3.5
|
22,750
|
|
5.8
|
8.6
|
|
3.6
|
17,860
|
|
5.9
|
5.4
|
|
3.7
|
13,900
|
|
6
|
3.4
|
Most companies today run between 3 and 4 Sigma levels; this creates defects and
adds cost to the process. Also operating without Lean, they are wasting time and
resources chasing problems, fighting fires and creating excess inventory. We all
know about fighting fires and never having enough time to actually fix the root
causes of the problems. Using Six Sigma and Lean tools, you can reduce the defects,
inventory, and improve cycle times; this frees up your time to investigate and resolve
issues. As you can see at 3 Sigma, you could potentially have 66,810 defects per
million opportunities; this creates a lot of scrap and rework. A good visual clue
to defects is the size of your MRB.
- How much inventory is tied up waiting disposition?
- How much inventory is tied up going back to suppliers?
- How much inventory is on the floor waiting?
- How many inventory turns do you have?
A well run Lean Six Sigma company achieves about 30 turns a year.
One of the most important tools you can use to decrease defects is Statistical Process
Control (SPC) on the critical characteristics that the customer has identified or
that show up in the complaints and returns. Most companies have SPC only because
the customer requires some kind of statistical report. But done properly, you can
use SPC to control and eliminate defects. This can be as simple as a paper run chart
or x-bar and range chart that has simple control limits, until you get some real
data or use as a pre-control chart. The objective is to control the process adjustments
and not change anything unless you have points outside the control limits. Many
defects come from operators chasing the normal process variation and never catching
up. You need controls on the process, and you need to stop or change the process
before you create defects. One of the biggest problems we see is the containment
of potential defects and escapes from the process.
Escapes from the process come from finding a defect, and then not containing the
just produced parts that include that defect. For example, I had a process that
measured 5 parts out of every 60 parts. On the 60th part, we discovered a defect.
This means we could have defects in the last batch of 60. However, when we tried
to retrieve those 59 parts, we couldn’t find them. They had already moved to the
next process, and were mixed in with all the other parts. We were always in such
a hurry to meet the schedule that we couldn’t wait to finish the batch. So, we moved
a partial batch to keep the next process running. If there were defects in that
batch, they now became escapes and possibly customer complaints or returns. To fix
this we had to go to a smaller sample and tight controls on the process, which solved
our containment problem - the root cause for the escapes was our poor containment.
Six Sigma focuses on reducing process variation, process by process. This means
that you put all processes under control and insist on containment of all parts
until the last part is checked; then you release to the next process. As benefit
of process control, we were also able to understand and control insert wear by the
different types of inserts, and that helped control the cost of inserts. Now we
could predict insert wear and determine our costs; predict usage of inserts and
develop a pretty accurate budget. We also could predict our scheduling better, because
we had the process under control and operating at or above a Cpk of 2.0, meaning
zero defects produced. Defects cause delays, slow down the process, and add another
variable to the cycle time. Once we had SPC charts on all the machines and parts,
we could determine Cpk by machine, operator, shift and part. We also determined
that some parts run better on specific machines, and we attempted to schedule the
right parts into the best machines.
Also by changing the sample size we were able to control and contain any defects
that did occur, and immediately capture and contain those defects. By designing
racks to hold just the right amount of parts, it facilitated moving the parts and
keeping the next line fed with parts. And, with less defects and inventory, our
schedule was much more efficient. Escapes from the process disappeared, and we went
for several months without any customer complaints or returns. The bottom line is
that by controlling the process and containing all suspect parts, training the operators
on SPC, data collection and containment, we reduced scrap by 60% and eliminated
complaints and returns. The investment was very small, mostly our time. What we
created is an efficient, Lean and Six Sigma process.
Any company can do this, no matter what they produce. In the service world, most
companies average a Sigma level of 1 or 2. Service has thousands of errors that
cause massive delays and overtime. Backlogs are common and create added cost and
excess manpower. Lean is having a huge effect on service processes, reducing lead
times from 30 days to 1 day with half the number of people. In the service world,
many of the processes were designed years ago to handle thousands of items, and
at that pace they worked pretty well. Today, these same process are trying to handle
millions of items. Clearly, the process was not designed to handle that kind of
volume, so we continue to throw resources at the process. Another big issue in the
service industry is the Silo of Management within the process. This means that nobody
actually has responsibility for the whole process. Each team is only focused on
their part of the process, and they don’t communicate very well with the other teams.
This causes complexity, confusion and discontinuity.
In any process, someone has to own the entire process. Why does it take 160 days
to process a claim that has about 4-8 hours of actual work done to it? Value Stream
Mapping is the Lean tool that:
- Helps define the actual process.
- Show you where all the issues are.
- Tells you how long each step takes to complete and how many items are sitting around
in the process waiting.
Waiting is the most common cause of delays. We identify all the items in the process
as value add or non-value add; non value add activities include waiting, moving,
counting, inventory, excess transportation and others. In most service companies,
we find this ratio of value add to non value add is about 95%+ non value add activities
or waste Vs only 5% value add activities! If you could take that 160 day process
and reduce it to 30 days, do you think there is a savings associated with that reduction?
The question we should be asking is “If it takes 8 hours to perform the task, why
can’t we do this in 1-2 days?”
Jack Reardon,
Quality & Productivity Solutions
About Jack Reardon
Jack Reardon has over 30 years experience in the Quality and Business Improvement
field, specializing in Quality Management Systems and Improvement. His professional
experience includes working at Data General Corporation for 15 years, including
holding positions as the Corporate Quality Manager, Technical Operations Manager,
Production Manager, and Customer Support Manager. He has also worked at Proconics
International, Robotics as Director of Quality implementing TQM and ISO 9001, as
Quality Manager and Plant Manager for National Perforating, an Aerospace supplier
to Boeing, and as QA Manager for Insco Corporation, an automotive supplier of transmission
gears.
Jack has provided coaching & training for ISO, Six Sigma and Lean at many companies.
He has been a member of American Society for Quality for the last 12 years. In addition,
he was an active member of the Worcester Section Executive Committee, holding several
positions including Chairman. He also has ASQ Certified Quality Auditor, Provisional
RAB Provisional auditor, and ASQ Certified Six Sigma Black Belt, as well as a Master
Black Belt, Project Management, DFSS, and Certifications.