A METHOD TO IMPROVE TRAINING PRESENTED BY: THOMAS KASTER, FAZIL HAYATI, JARED WALKER EDGEWOOD COLLEGE MADISON, WI Quality Control Chart 5/14/2010 DSI 2009
Jul 12, 2015
A M E T H O D T O I M P R O V E T R A I N I N G
P R E S E N T E D B Y : T H O M A S K A S T E R , F A Z I LH A Y A T I , J A R E D W A L K E R
E D G E W O O D C O L L E G E
M A D I S O N , W I
Quality Control Chart
5/14/2010DSI 2009
Introduction
Thomas Kaster
MBA Student at Edgewood College, Madison WI
Focus on Quality Management and International Studies
Training Consultant and Facilitator for Large Insurance Company
5/14/2010DSI 2009
Project Background
Inbound Call Center
Direct Marketing to 28 states
Licensed in Internal Health and Life Insurance Agents
2 Virtual Call Centers
On located in South and one in the North
Same resources
Same Management
Same Training Department
Supposed different results
5/14/2010DSI 2009
Project Background Continued
Project Goal
Evaluate key metrics using control charts
Determine if a discrepancy exists
If so, determine why
Recommend plan for improvement
5/14/2010DSI 2009
Performance Analysis
Product Selection:
Main Product
3 Ancillary Products
Product : A
Product : B
Product : C
Measure Sales Conversion:
Main Product: All inbound calls to sales
Ancillary Products: Percentage of products added to main product
5/14/2010DSI 2009
Core Product Analysis: All Sales Operations
Month
All
Op
s
987654321
0.14
0.12
0.10
__X=0.12062
UC L=0.14721
LC L=0.09403
Month
All
Op
s S
tDe
v
987654321
0.05
0.04
0.03
0.02
0.01
_S=0.02577
UC L=0.04539
LC L=0.00616
Core Product
Total Core Product Sales Across Operations
5/14/2010DSI 2009
Core Product Analysis by Location
Core
No
rth
Me
an
987654321
0.14
0.13
0.12
0.11
__X=0.12667
UC L=0.14064
LC L=0.11269
Core
No
rth
StD
ev
987654321
0.020
0.015
0.010
0.005
0.000
_S=0.00858
UC L=0.01945
LC L=0
Core North
Core
So
uth
Me
an
987654321
0.14
0.13
0.12
0.11
0.10
__X=0.12444
UC L=0.14397
LC L=0.10492
Core
So
uth
StD
ev
987654321
0.03
0.02
0.01
0.00
_S=0.01368
UC L=0.02858
LC L=0
Core South
Final Analysis for Core Product: Sales Are In Statistical Control
Need to Improve System to Improve Sales
5/14/2010DSI 2009
Product A: All Operations
Month
All
Op
s M
ea
n
87654321
0.60
0.55
0.50
0.45
0.40
__X=0.4995
UC L=0.6237
LC L=0.3752
Month
All
Op
s S
tDe
v
87654321
0.20
0.15
0.10
0.05
0.00
_S=0.1051
UC L=0.1979
LC L=0.0124
Product A: All Operations
5/14/2010DSI 2009
Product A: by Location
Month
No
rth
Me
an
987654321
0.60
0.55
0.50
__X=0.5394
UC L=0.6009
LC L=0.4780
Month
No
rth
StD
ev
987654321
0.08
0.06
0.04
0.02
0.00
_S=0.03775
UC L=0.08555
LC L=0
Product A: North Location
Month
So
uth
Me
an
987654321
0.56
0.52
0.48
0.44
0.40
__X=0.4704
UC L=0.5469
LC L=0.3940
Month
So
uth
StD
ev
987654321
0.100
0.075
0.050
0.025
0.000
_S=0.0535
UC L=0.1119
LC L=0
Product B: South Location
North is Averaging 7% More PA Sales Than South Is Considered Significant
5/14/2010DSI 2009
Product B: By Location
Month
No
rth
Me
an
987654321
0.35
0.30
0.25
0.20
0.15
__X=0.2561
UC L=0.3605
LC L=0.1517
Month
No
rth
StD
ev
987654321
0.16
0.12
0.08
0.04
0.00
_S=0.0641
UC L=0.1453
LC L=0
Product B: North Location
Month
So
uth
Me
an
987654321
0.25
0.20
0.15
0.10
__X=0.1724
UC L=0.2636
LC L=0.0813
Month
So
uth
StD
ev
987654321
0.15
0.10
0.05
0.00
_S=0.0639
UC L=0.1334
LC L=0
Product B: South Location
North is Averaging 9% More PB Sales Than South Is Considered Significant
5/14/2010DSI 2009
Product C: By Location
Month
No
rth
Me
an
7654321
0.80
0.75
0.70
0.65
0.60
__X=0.7
UC L=0.8234
LC L=0.5766
Month
No
th S
tDe
v
7654321
0.16
0.12
0.08
0.04
0.00
_S=0.0758
UC L=0.1718
LC L=0
Product C: North Location
Month
So
uth
Me
an
7654321
0.6
0.5
0.4
0.3
__X=0.482
UC L=0.6299
LC L=0.3341
Month
So
uth
StD
ev
7654321
0.20
0.15
0.10
0.05
0.00
_S=0.1036
UC L=0.2164
LC L=0
1
Product C: South Location
North is Averaging 22% More PC Sales Than South Is Considered Significant
5/14/2010DSI 2009
Summary
Overall Summary:
• For Some Reason, the North Location is Having Significantly More Success in Selling Ancillary Products: A, B and C.
• Why??
5/14/2010DSI 2009
Per Sales Teams Veriation: Product A: Both Locations
Per Sales T eam
PA
Me
an
987654321
0.60
0.55
0.50
0.45
0.40
__X=0.5011
UC L=0.5404
LC L=0.4618
Per Sales T eam
PA
StD
ev
987654321
0.06
0.04
0.02
_S=0.03809
UC L=0.06707
LC L=0.00911
1
1
1
1
Between Group For Product A
5/14/2010DSI 2009
Per Sales Team Variation: Product B: Both Locations
Per Sales T eam
PB
Me
an
987654321
0.30
0.25
0.20
0.15
0.10
__X=0.2096
UC L=0.2517
LC L=0.1675
Per Sales T eam
PB
StD
ev
987654321
0.08
0.06
0.04
0.02
0.00
_S=0.04081
UC L=0.07186
LC L=0.00976
1
5
1
1
1
1
Between Group for Product B
5/14/2010DSI 2009
Per Sales Team Veriation: Product C: Both Locations
Per Sales T eam
PC
Me
an
987654321
0.8
0.7
0.6
0.5
0.4
__X=0.5789
UC L=0.6948
LC L=0.4629
Per Sales T eam
PC
StD
ev
987654321
0.20
0.15
0.10
0.05
0.00
_S=0.0981
UC L=0.1847
LC L=0.0115
5
11
51
1
Between Group for Product C
5/14/2010DSI 2009
What is Happening?
Per Sales T eam
PA
Mea
n
987654321
0.60
0.55
0.50
0.45
0.40
__X=0.5011
UC L=0.5404
LC L=0.4618
Per Sales T eam
PA
StD
ev
987654321
0.06
0.04
0.02
_S=0.03809
UC L=0.06707
LC L=0.00911
1
1
1
1
Between Group For Product A
Per Sales T eam
PB
Me
an
987654321
0.30
0.25
0.20
0.15
0.10
__X=0.2096
UC L=0.2517
LC L=0.1675
Per Sales T eam
PB
StD
ev
987654321
0.08
0.06
0.04
0.02
0.00
_S=0.04081
UC L=0.07186
LC L=0.00976
1
5
1
1
1
1
Between Group for Product B
Per Sales T eam
PC
Me
an
987654321
0.8
0.7
0.6
0.5
0.4
__X=0.5789
UC L=0.6948
LC L=0.4629
Per Sales T eam
PC
StD
ev
987654321
0.20
0.15
0.10
0.05
0.00
_S=0.0981
UC L=0.1847
LC L=0.0115
5
11
51
1
Between Group for Product C
Two Distinct Systems In
Regards to Selling Ancillary Products
WHY?
5/14/2010DSI 2009
Fishbone Diagram / Cause and Effect
5/14/2010DSI 2009
Training History
Approximately 18 months prior to analysis new hire sales training was significantly modified
This modification resulted in significant improvement in ancillary sales cross selling for trained individuals
The north location had substantially more recruitment during that 18 months 60% of North location sales individuals were hired during that
18 months
30% of South location sales individuals were hired during same timeframes
70% of South Location Reps Did Not Receive New Training
5/14/2010DSI 2009
Pareto Chart AnalysisC
all
Ty
pe
Co
un
t
Call Discription
Count
29.0 27.0 14.0 10.0 8.0 6.0 6.0
Cum % 29.0 56.0
29
70.0 80.0 88.0 94.0 100.0
27 14 10 8 6 6
Percent
None
offe
red
2 of 3 not using
new
All 3
not using
new
1 of th
ree no
t using
new
1 of 3 w
ith new
2 of 3 w
ith new
All 3
with
new
30
25
20
15
10
5
0
7.2 North Call Analysis
Ca
ll Ty
pe
Co
un
t
Call Discription
Count
29.0 22.0 18.0 13.0 9.0 5.0 4.0
Cum % 29.0 51.0
29
69.0 82.0 91.0 96.0 100.0
22 18 13 9 5 4
Percent
2 of 3 w
ith new
All 3
with
new
1 of 3 w
ith new
2 of 3 not using
new
All 3
not using
new
1 of th
ree no
t using
new
None
offe
red
30
25
20
15
10
5
0
7.1 South Call Analysis
5/14/2010DSI 2009
Final Decision
Train all South location Managers and Supervisors on new ancillary sales techniques
Train all South location sales representatives on new ancillary sales techniques
Training was administered in the spring of 2009
Let’s see the results Was the training effective in improving ancillary sales in the South
location?
5/14/2010DSI 2009
Between Subgroup Variation: Both locations post training: Product A
Per Sales T eam
PA
Me
an
87654321
0.60
0.55
0.50
0.45
0.40
__X=0.4995
UC L=0.6237
LC L=0.3752
Per Sales T eam
PA
StD
ev
87654321
0.20
0.15
0.10
0.05
0.00
_S=0.1051
UC L=0.1979
LC L=0.0124
Product A: Per Sales Team
Product A: In Statistical Control
5/14/2010DSI 2009
Between Subgroup Variation: Both locations post training: Product B
Per Sales T eam
PB
Me
an
87654321
0.30
0.25
0.20
0.15
0.10
__X=0.1765
UC L=0.2818
LC L=0.0711
Per Sales T eam
PB
StD
ev
87654321
0.20
0.15
0.10
0.05
0.00
_S=0.0818
UC L=0.1612
LC L=0.0025
1
Product B: Per Sales Team
Product B: In Statistical Control
5/14/2010DSI 2009
Between Subgroup Variation: Both locations post training: Product C
Per Sales T eam
PC
Me
an
87654321
0.76
0.72
0.68
0.64
0.60
__X=0.6835
UC L=0.7686
LC L=0.5985
Per Sales T eam
PC
StD
ev
87654321
0.12
0.09
0.06
0.03
0.00
_S=0.0661
UC L=0.1302
LC L=0.0020
Product C: Per Sales Team
Product C: In Statistical Control
5/14/2010DSI 2009
What did we do?
Using control charts we identified a potential discrepancy in sales performance between to virtual sales call center: North and South
Through the use of Ishikawa’s Fish Bone Diagram, we identified that the potential cause was due to improved training for new hires and 70% of South staff not having received the training
We took a trip down to the manufacturing floor to solidify our hypothesis and recorded result in a Pareto Chart
We initiated a training plan based on results Using control charts, we were able to conclude that the
training was successful
5/14/2010DSI 2009
Questions?
Questions?
5/14/2010DSI 2009