SlideShare a Scribd company logo
Bear, Inc. is a fictional company which is based on Grainger.
Grainger is a Fortune 500 company founded in 1927, which
sells maintenance, repair, and operating products to various
companies worldwide. This paper will formulate research
criteria from the perspective of a call center manager for Bear,
Inc.
Variables
In an experiment, the independent variable is the variable that is
varied or manipulated by the researcher, and the dependent
variable is the response that is measured. An
independent variable is the presumed cause, whereas
the dependent variable is the presumed effect. For this
research topic, the dependent variable will be the average
talk/handle time of call center phone calls. The goal will be
three minutes. The independent variable will be product
training, measured by the ways individual customers are helped.
In choosing these variables, Learning Team A seeks to
determine why some call center staff have higher than average
handle/talk times.
Scenario
Running head: Learning Team A
0
Some of the call center team members at Bear, Inc. have
higher than average talk/handle time. The standard that
performance is measured on is an average of 3 minutes per call.
Lately, however, the measurement of that number has been
skewed higher than anticipated. Manage wants to determine
what is going on to cause higher than expected numbers. Bear,
Inc. strives for outstanding customer service and has a service
guarantee to stand behind. Feedback indicates that customers
are not receiving proper information to solve their issues, which
is causing a huge problem for management. Learning Team A
will be investigating the root of the problem by identifying both
dependent and independent variables to test within the
department and by developing a research question and
hypothesis to test in regards to the current situation that Bear,
Inc is facing.
Research Question
The research question is based on both the dependent and
independent variables. The problem this study seeks to
identify is, “Is there a difference talk/handle time based on the
amount of training received?”
Hypothesis
According to dictionary.com, a hypothesis is a “proposition, or
set of propositions, set forth as an explanation for the
occurrence of some specified group of phenomena, either
asserted merely as a provisional conjecture to guide
investigation or accepted as highly probable in the light of
established facts.” The hypothesis of the research by Learning
Team A consists of two variables, the talk/handle time which is
the dependent variable, and the training provided to the
customer service representatives, which is the independent
variable. The training hours per representative should be 40
hours minimum, which not all representatives have yet
completed, though they are already trying to assist customers.
These representatives take longer to resolve the customer's
problems, which are affecting and extending the talk/handle
time average variable of three minutes. Management should
ensure that all representatives complete the training to resolve
the issue and to maintain the three-minute talk/handle time
average.
Literature Review Introduction
Currently, Bear Inc. is researching the idea that average handle
time could be directly affected by the completion of 40 hours of
product training by each customer service representative. The
team will research the idea and decide if this is still the best
route for Bear, Inc. to evaluate or if we want to change the
question and evaluate a better idea or option. Utilizing
previous research will help determine the best course of action.
Below, each team member has summarized articles relating to
Average Handle Time.
Article summaries
The article offers a brief summary on some of the written
material dealing with the management of call center operations.
It looks at the traditional research and management challenges
often created by the introduction of new technology. The
research focuses on things like the behavior of employees
working as customer service representatives. One key point is
the idea of “call forecasting,” which the article defines as “(a)
the specific queue or call type associated with the forecast; (b)
the time between the creation of the forecast and the actual time
period for which the forecast was created (often referred to as
the forecasting ‘lead time’); and (c) the duration of the time
periods for which the forecasts are created, which can range
from monthly (to support resource acquisition decisions) to
short time frames, such as 15-, 30-, or 60-minute periods (to
support resource deployment decisions)” (Aksin, Armony, &
Mehrotra, 2007, p. 667). The article indicated this is a fairly
new area that is not frequently used.
This article focused on employees at call centers and how
the Call centers are often perceived to have a negative impact
on employee wellbeing, mainly attributed to four factors: job
design, performance monitoring, HR practices and team leader
support. This article reports on a survey of 557 customer
service representatives that examined the relationship of these
factors to four measures of wellbeing: anxiety, depression,
intrinsic job satisfaction, and extrinsic job satisfaction. Results
demonstrated that the factors most highly associated with
wellbeing were high control over work methods and procedures,
a low level of monitoring and a supportive team leader.
Evidence also indicates that the level of wellbeing in some call
centers is similar to that in other comparable forms of work.
"The average handle time is a very important statistic that
relates directly to staffing needs, employee performance, and
average call cost" (Peterson, 2014). The average handling time
AHT has three components—talk time, hold time, and after call
work—which contribute to the total AHT divided by the total
number of phone calls received. To improve AHT, it is
important to emphasize product knowledge, multitasking,
agent's training, technology used, and tools. A well created
script which consolidates all types of problems a customer will
call for with the answers of most common issues will be a
helpful tool to improve AHT.
Research Conclusion
Training—and the subsequent product knowledge received
from training—may not be the most significant variable
affecting average handle time. As a result, it is important for
Learning Team A to assess the various elements that can affect
AHT. Depending on this assessment, the team can then revise
the research question for this study.
References
Aksin, Z., Armony, M., & Mehrotra, Vijay. (2007, Fall). The
Modern Call Center: A Multi-Disciplinary Perspective on
Operations Management Research. Production and Operations
Management, 16(6), 665-688.
Cooper, D., & Schindler, P. (2011). Business Research
Methods (11th ed.). New York, NY: McGraw-Hill Irwin.
Dictionary.com. Retrieved from
http://dictionary.reference.com/browse/hypothesis
Efficiency Indicators – Average Handle Time (AHT). ().
Customer Reach,(), .
Retrieved from http://www.pearladvisorygroup.com/resource-
centre/articles/average-handle-time/
Grainger. (1994-2014). Retrieved from
http://pressroom.grainger.com/phoenix.zhtml?c=194987&p=irol
-overview
Peterson, M. (2014). www.answers.com. Retrieved from
http://www.answers.com/Q/What_is_the_importance_of_measur
ing_the_average_handle_time
7
Descriptive Statistics and Interpretation Example
Interpretation Phrases
Central Tendency:
Mean = average of a set of data
Median = half or equal number of data is above and half or
equal number of data is below. It is a midpoint in an ordered
(sorted) set of data, a physical location
Mode = most frequent value in a set of data
Dispersion:
Standard deviation = variation
Interquartile range (IQR) = the middle 50% of the data
Range = the difference between the largest and smallest value
of the data
Confidence Interval: (data must be normal)
There is 95% confidence that the population average is between
_____ and ____ units.
Normal or significantly skewed data:
MegaStat: Descriptive statistics Normal curve goodness of fit p-
value
· Normal, p-value > .05
· Significantly Skewed, p-value < .05
Histogram: Eyeball the histogram.
· Normal data will have a symmetrical or slightly skewed shape.
· Significantly Skewed shape will have extreme skewness
Use phrase combinations: Normally distributed: Mean and
Standard Deviation, Not normally distributed: Median and IQR
Descriptive Statistics
Body Weight (Lbs.)
Central Tendency:
Mean = 149 Lbs.
Dispersion:
Standard deviation = 30 Lbs.
Count:
100
Min/Max:
99 pounds and 234 Lbs.
Confidence Interval:
144 to 155 Lbs.
See the histogram in Appendix A, and descriptive statistics in
Appendix B.
Age
Distribution is not normally distributed
Central Tendency:
Median = 36 years
Dispersion:
Interquartile Range = 20.5 years / 2 = ± 10 years
Count:
100
Min/Max:
18 years and 74 years
Confidence Interval:
Not applicable (data is not normally distributed)
See the histogram in Appendix A, and descriptive statistics in
Appendix B. A scatter plot is in Appendix C.
Education Level
Thirteen percent of the subjects have no high school degree
while 44% have high school degree. Forty three percent have a
college or college graduate degree. See the bar chart in
Appendix D.
Descriptive Statistics Interpretation
Interpretation
Body Weight
One hundred subjects were randomly selected. Their body
weight was observed between 99 and 234 pounds. Their average
weight was 149 pounds, with a variation of plus or minus 30
pounds. One half or more were above 149 pounds. There is 95%
confidence that the population body weight average is between
144 and 155 pounds.
Age
The data was significantly skewed. One hundred subjects
were randomly selected. Their ages were between 18 and 74
years, with a variation of plus or minus 10 years. One half or
more subjects were 36 years of age or older. The middle half of
the subjects’ ages fell between 27 and 47 years. The most
frequent age was 36 years.
APPENDIX A
Body Weight and Age Histograms
APPENDIX B
Descriptive Statistics Body Weight and Age
APPENDIX C
Scatterplot Body Age versus Weight
APPENDIX D
Bar Chart Education Level
Call-Center-
DataAgentCallsAnsweredAbandonedAvgTalkDurationAgentTrai
ning
Received16330:04:011Intermediate5231850:01:112Intermediate
124130:00:003No training5194150:04:014No
training3373340:05:075Advanced2238150:04:366Intermediate7
245190:04:397No
training49450:03:458Advanced98260:03:459No
training119810:05:4310Advanced103716210:03:4511Intermedia
te123911280:04:5012Advanced4161330:04:0113Intermediate11
393270:01:1114Advanced129360:00:0015No
training10221570:04:0116No
training11228140:04:3117Advanced83300:05:0718Advanced514
1130:04:3619Intermediate12181260:04:3920Intermediate126188
0:04:2821Intermediate95500:03:4522Intermediate5355300:05:4
323Intermediate7214170:00:0024No
training11121200:04:5025No training47430:04:0126No
training10153120:04:0127No
training39180:01:1128Advanced44220:00:0029Advanced514590
:04:0130Advanced103119120:04:3621Advanced2171340:04:393
2Advanced42914150:03:4533Advanced9131030:03:4534No
training128260:05:4335No training123512230:03:4536No
training1294250:04:5037No
training43412220:04:0138Intermediate12349250:01:1139Interm
ediate2201190:00:0040Intermediate916790:04:0112181800:04:3
13241680:05:076217140:04:36710370:04:3932919100:04:28721
10:03:4597250:05:4312281990:04:01136330:04:0116231850:01:
11164130:00:0014194150:04:0117373340:05:0715238150:04:36
19245190:04:39209450:03:45378260:03:45209810:05:43183716
210:03:45253911280:04:5038161330:04:0140353230:01:111921
1560:00:0039121020:04:01247700:04:3136153120:05:07289810
:04:36254400:04:393514680:04:2834312560:03:4521171250:05:
43242912170:00:0027131210:04:50338440:04:01233516210:03:
45352911280:04:5011342950:04:0126343220:01:11229360:00:0
0328170:04:01279270:04:3131373700:05:07253926130:04:3622
181260:04:3933393180:04:28349540:03:4523225170:05:434021
4170:00:00213000:04:5030131030:04:0138186120:04:01322618
80:01:1129171520:02:0039221290:04:0129153120:04:01401018
0:01:11284220:00:002114590:04:01
&"Times New Roman,Regular"&12&A
&"Times New Roman,Regular"&12Page &P

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Bear, Inc. is a fictional company which is based on Grainger..docx

  • 1. Bear, Inc. is a fictional company which is based on Grainger. Grainger is a Fortune 500 company founded in 1927, which sells maintenance, repair, and operating products to various companies worldwide. This paper will formulate research criteria from the perspective of a call center manager for Bear, Inc. Variables In an experiment, the independent variable is the variable that is varied or manipulated by the researcher, and the dependent variable is the response that is measured. An independent variable is the presumed cause, whereas the dependent variable is the presumed effect. For this research topic, the dependent variable will be the average talk/handle time of call center phone calls. The goal will be three minutes. The independent variable will be product training, measured by the ways individual customers are helped. In choosing these variables, Learning Team A seeks to determine why some call center staff have higher than average handle/talk times. Scenario Running head: Learning Team A 0 Some of the call center team members at Bear, Inc. have higher than average talk/handle time. The standard that performance is measured on is an average of 3 minutes per call. Lately, however, the measurement of that number has been skewed higher than anticipated. Manage wants to determine what is going on to cause higher than expected numbers. Bear, Inc. strives for outstanding customer service and has a service
  • 2. guarantee to stand behind. Feedback indicates that customers are not receiving proper information to solve their issues, which is causing a huge problem for management. Learning Team A will be investigating the root of the problem by identifying both dependent and independent variables to test within the department and by developing a research question and hypothesis to test in regards to the current situation that Bear, Inc is facing. Research Question The research question is based on both the dependent and independent variables. The problem this study seeks to identify is, “Is there a difference talk/handle time based on the amount of training received?” Hypothesis According to dictionary.com, a hypothesis is a “proposition, or set of propositions, set forth as an explanation for the occurrence of some specified group of phenomena, either asserted merely as a provisional conjecture to guide investigation or accepted as highly probable in the light of established facts.” The hypothesis of the research by Learning Team A consists of two variables, the talk/handle time which is the dependent variable, and the training provided to the customer service representatives, which is the independent variable. The training hours per representative should be 40 hours minimum, which not all representatives have yet completed, though they are already trying to assist customers. These representatives take longer to resolve the customer's problems, which are affecting and extending the talk/handle time average variable of three minutes. Management should ensure that all representatives complete the training to resolve the issue and to maintain the three-minute talk/handle time average. Literature Review Introduction Currently, Bear Inc. is researching the idea that average handle time could be directly affected by the completion of 40 hours of product training by each customer service representative. The
  • 3. team will research the idea and decide if this is still the best route for Bear, Inc. to evaluate or if we want to change the question and evaluate a better idea or option. Utilizing previous research will help determine the best course of action. Below, each team member has summarized articles relating to Average Handle Time. Article summaries The article offers a brief summary on some of the written material dealing with the management of call center operations. It looks at the traditional research and management challenges often created by the introduction of new technology. The research focuses on things like the behavior of employees working as customer service representatives. One key point is the idea of “call forecasting,” which the article defines as “(a) the specific queue or call type associated with the forecast; (b) the time between the creation of the forecast and the actual time period for which the forecast was created (often referred to as the forecasting ‘lead time’); and (c) the duration of the time periods for which the forecasts are created, which can range from monthly (to support resource acquisition decisions) to short time frames, such as 15-, 30-, or 60-minute periods (to support resource deployment decisions)” (Aksin, Armony, & Mehrotra, 2007, p. 667). The article indicated this is a fairly new area that is not frequently used. This article focused on employees at call centers and how the Call centers are often perceived to have a negative impact on employee wellbeing, mainly attributed to four factors: job design, performance monitoring, HR practices and team leader support. This article reports on a survey of 557 customer service representatives that examined the relationship of these factors to four measures of wellbeing: anxiety, depression, intrinsic job satisfaction, and extrinsic job satisfaction. Results demonstrated that the factors most highly associated with wellbeing were high control over work methods and procedures, a low level of monitoring and a supportive team leader. Evidence also indicates that the level of wellbeing in some call
  • 4. centers is similar to that in other comparable forms of work. "The average handle time is a very important statistic that relates directly to staffing needs, employee performance, and average call cost" (Peterson, 2014). The average handling time AHT has three components—talk time, hold time, and after call work—which contribute to the total AHT divided by the total number of phone calls received. To improve AHT, it is important to emphasize product knowledge, multitasking, agent's training, technology used, and tools. A well created script which consolidates all types of problems a customer will call for with the answers of most common issues will be a helpful tool to improve AHT. Research Conclusion Training—and the subsequent product knowledge received from training—may not be the most significant variable affecting average handle time. As a result, it is important for Learning Team A to assess the various elements that can affect AHT. Depending on this assessment, the team can then revise the research question for this study. References Aksin, Z., Armony, M., & Mehrotra, Vijay. (2007, Fall). The Modern Call Center: A Multi-Disciplinary Perspective on Operations Management Research. Production and Operations Management, 16(6), 665-688. Cooper, D., & Schindler, P. (2011). Business Research Methods (11th ed.). New York, NY: McGraw-Hill Irwin. Dictionary.com. Retrieved from http://dictionary.reference.com/browse/hypothesis Efficiency Indicators – Average Handle Time (AHT). (). Customer Reach,(), . Retrieved from http://www.pearladvisorygroup.com/resource- centre/articles/average-handle-time/ Grainger. (1994-2014). Retrieved from http://pressroom.grainger.com/phoenix.zhtml?c=194987&p=irol -overview
  • 5. Peterson, M. (2014). www.answers.com. Retrieved from http://www.answers.com/Q/What_is_the_importance_of_measur ing_the_average_handle_time 7 Descriptive Statistics and Interpretation Example Interpretation Phrases Central Tendency: Mean = average of a set of data Median = half or equal number of data is above and half or equal number of data is below. It is a midpoint in an ordered (sorted) set of data, a physical location Mode = most frequent value in a set of data Dispersion: Standard deviation = variation Interquartile range (IQR) = the middle 50% of the data Range = the difference between the largest and smallest value of the data Confidence Interval: (data must be normal) There is 95% confidence that the population average is between _____ and ____ units. Normal or significantly skewed data: MegaStat: Descriptive statistics Normal curve goodness of fit p- value · Normal, p-value > .05 · Significantly Skewed, p-value < .05 Histogram: Eyeball the histogram. · Normal data will have a symmetrical or slightly skewed shape. · Significantly Skewed shape will have extreme skewness Use phrase combinations: Normally distributed: Mean and
  • 6. Standard Deviation, Not normally distributed: Median and IQR Descriptive Statistics Body Weight (Lbs.) Central Tendency: Mean = 149 Lbs. Dispersion: Standard deviation = 30 Lbs. Count: 100 Min/Max: 99 pounds and 234 Lbs. Confidence Interval: 144 to 155 Lbs. See the histogram in Appendix A, and descriptive statistics in Appendix B. Age Distribution is not normally distributed Central Tendency: Median = 36 years Dispersion: Interquartile Range = 20.5 years / 2 = ± 10 years Count: 100 Min/Max: 18 years and 74 years Confidence Interval:
  • 7. Not applicable (data is not normally distributed) See the histogram in Appendix A, and descriptive statistics in Appendix B. A scatter plot is in Appendix C. Education Level Thirteen percent of the subjects have no high school degree while 44% have high school degree. Forty three percent have a college or college graduate degree. See the bar chart in Appendix D. Descriptive Statistics Interpretation Interpretation Body Weight One hundred subjects were randomly selected. Their body weight was observed between 99 and 234 pounds. Their average weight was 149 pounds, with a variation of plus or minus 30 pounds. One half or more were above 149 pounds. There is 95% confidence that the population body weight average is between 144 and 155 pounds. Age The data was significantly skewed. One hundred subjects were randomly selected. Their ages were between 18 and 74 years, with a variation of plus or minus 10 years. One half or more subjects were 36 years of age or older. The middle half of the subjects’ ages fell between 27 and 47 years. The most frequent age was 36 years. APPENDIX A
  • 8. Body Weight and Age Histograms APPENDIX B Descriptive Statistics Body Weight and Age APPENDIX C Scatterplot Body Age versus Weight APPENDIX D Bar Chart Education Level Call-Center- DataAgentCallsAnsweredAbandonedAvgTalkDurationAgentTrai ning Received16330:04:011Intermediate5231850:01:112Intermediate 124130:00:003No training5194150:04:014No training3373340:05:075Advanced2238150:04:366Intermediate7 245190:04:397No training49450:03:458Advanced98260:03:459No training119810:05:4310Advanced103716210:03:4511Intermedia te123911280:04:5012Advanced4161330:04:0113Intermediate11 393270:01:1114Advanced129360:00:0015No training10221570:04:0116No training11228140:04:3117Advanced83300:05:0718Advanced514 1130:04:3619Intermediate12181260:04:3920Intermediate126188 0:04:2821Intermediate95500:03:4522Intermediate5355300:05:4 323Intermediate7214170:00:0024No training11121200:04:5025No training47430:04:0126No training10153120:04:0127No training39180:01:1128Advanced44220:00:0029Advanced514590 :04:0130Advanced103119120:04:3621Advanced2171340:04:393
  • 9. 2Advanced42914150:03:4533Advanced9131030:03:4534No training128260:05:4335No training123512230:03:4536No training1294250:04:5037No training43412220:04:0138Intermediate12349250:01:1139Interm ediate2201190:00:0040Intermediate916790:04:0112181800:04:3 13241680:05:076217140:04:36710370:04:3932919100:04:28721 10:03:4597250:05:4312281990:04:01136330:04:0116231850:01: 11164130:00:0014194150:04:0117373340:05:0715238150:04:36 19245190:04:39209450:03:45378260:03:45209810:05:43183716 210:03:45253911280:04:5038161330:04:0140353230:01:111921 1560:00:0039121020:04:01247700:04:3136153120:05:07289810 :04:36254400:04:393514680:04:2834312560:03:4521171250:05: 43242912170:00:0027131210:04:50338440:04:01233516210:03: 45352911280:04:5011342950:04:0126343220:01:11229360:00:0 0328170:04:01279270:04:3131373700:05:07253926130:04:3622 181260:04:3933393180:04:28349540:03:4523225170:05:434021 4170:00:00213000:04:5030131030:04:0138186120:04:01322618 80:01:1129171520:02:0039221290:04:0129153120:04:01401018 0:01:11284220:00:002114590:04:01 &"Times New Roman,Regular"&12&A &"Times New Roman,Regular"&12Page &P