barclays - nps key driver study v100515
DESCRIPTION
BarclaysTRANSCRIPT
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Barclays – NPS ProjectKey Driver Analysis
10.05.15
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Agenda• NPS Drivers• NPS Performance• Verbatim Analysis • Road Ahead
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Project Objective & Approach
To understand the current NPS performance for Barclaycard Understand the Key drivers of NPS and how are they related to each other Analyze the customer’s reasons for Satisfaction & Dissatisfaction
Objective
Reviewed & Analyzed 4828 customer satisfaction surveys to accomplish the below mentioned objectives
Review Survey Form
•Understand the Survey questionnaire and their relevance to overall NPS/C-SAT
Key Driver Analysis
•Perform statistical tests to identify the key drivers of NPS
NPS Performance
•Understand the current NPS performance by Site, Partner & Call Drivers
Verbatim Analysis
•Reviewed 400 customer verbatim for Promoters & Detractors
• Identify the customer temperature, Reasons for SAT & D-SATPr
ojec
t App
roac
h
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Key Driver Analysis | Objective
To understand what drives the overall customer experience. Analysis of current CSAT Survey form in order to identify the questions which drive the overall experience through Key Driver Analysis
Objective&
Approach
Inter- dependence
Modeling
Dependence Modeling
Relative Importance
Study
To understand whether questions in survey form are related to each other
Rank the survey questions on the basis
of their impact on overall satisfaction
question
To understand if there is any relationship between survey questions and the question on overall satisfaction
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Current Survey Form StructureThe current survey questionnaire consists of ‘Satisfaction with Agent’ and ‘Overall Satisfaction’ while other questions relate to quality of service
Satisfaction with card
Overall quality of service
Satisfaction with resolution
Treated fairly during call
Understanding your question/concern
Having the authority to resolve
Knowledge of card benefits/services
Ability to answer clearly
Speaking clearly
Effort put to resolved issue
Overall Experience
Sub Y Agent/Quality ParametersBig Y
• Suggestion to add ‘Agent Related’ parameters to the survey structure Overall Agent Satisfaction Agent answered all your questions
Likelihood of recommending
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NPS Project | Synopsis
Workflow
Card Activity Notification: 66%
Account Closure: –17%
Site
Maine: 76%
First Source Manila: 46%
72%
16% 13%
NPS59%
Likelihood of Recommending
4828
Sur
veys
Partner
LL Bean: 78%
US Airways: 41%
RM Tenure
NH: 64%
M3: 53%
NPS By
High NPS
Low NPS
Other Related Metric Score
Overall C-SAT 92%
Product C-SAT 87%
Service C-SAT 95%
Controller Product People Service
Complaint 58% 21% 21%
Appreciation 20% 54% 26%
DetractorsPassives
Promoters
Verbatim Analysis
• Overall NPS at 59% across the network
• Appreciations are driven by experience with ‘People’ – helpful, friendly, willing to assist
• Complaints are driven by experience with the ‘Product’ – high interest charges, annual fee
Other Metrics Performance
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3%
5%92%
Survey | Service Parameters
Overall Experience Satisfaction with card Overall quality of service
4%
9%87%
2%3%95%
C-SAT = 92%
Product C-SAT = 87%
Service C-SAT = 95%
72% 16% 13%
DetractorsPassivesPromoters
Likelihood of Recommending
NPS = 59%
Detractors (13%)
Top Box Middle Box Bottom Box
‘Satisfaction with Card’ (13%) has the top most opportunity
8% Opportunity 13% Opportunity 5% Opportunity
Promoters(72%)
4 5 3 1 2Rating
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Agent/Quality Parameters
Most opportunity observed with ‘Effort put to resolve issue’ (13%) & ‘Satisfaction with issue resolution’ (8%)
Treated fairly during call
Understanding your question/concern
Having the authority to resolve
Desire to resolve
Knowledge of card benefits/services
Ability to answer clearly
Treating you as a valued customer
Speaking clearly
Satisfaction w/ issue resolution
Effort put to resolved issue
95%
94%
93%
95%
94%
94%
94%
94%
92%
87%
3%
3%
4%
3%
4%
4%
3%
4%
4%
8%
2%
3%
3%
2%
2%
3%
2%
2%
4%
5%
Top Box Middle Box Bottom Box
4 5 3 1 2
13%
8%
6%
6%
6%
6%
5%
7%
6%
5%
Opportunity
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Key Driver Analysis | Correlation@ 95% confidence
‘Effort put to resolve the issue’ & ‘Treated fairly during the call’ are the two largest individual contributors
Close correlation observed between: Understanding your questions, Ability
to answer clearly &Knowledge of credit card benefits
Desire to resolve & Treating you as a valued customer
78.28
85.52
92.76
100.00
Variables
Sim
ilari
ty
DendrogramSingle Linkage, Correlation Coefficient Distance
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Key Driver Analysis | 1 Term
3/20/2015
Q9-4 Desire to resolve
Q9-8 Speaking clearly
Q9-6 Ability to answer clearly
Q9-2 Understanding your questio
Q9-3 Having the authority to re
Q9-5 Knowledge of card benefits
Q9-7 Treating you as a valued c
Q4A Treated fairly during call
Q25 Effort put to resolved issu
1614121086420
Term
Standardized Effect
1.96
Pareto Chart of the Standardized Effects(response is NPS, Alpha = .05)
Effort put to resolve the issue is the top driver for NPS along with Treated fairly during the call
Treating as a valued customer along with desire to resolve the issue form a NPS impacting combination
@ 95% confidence
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NPS | By Workflow
Pay Cred
it Card
Possessi
on/Acti
vity
Card Acti
vity N
otification
Transac
tions
Benefi
ts an
d Reward
s
Fees
and FC
Customer
Assista
nce
Balance
/ Ava
ilable
Credit
Account C
losure
12% 6% 6% 5% 5% 5% 5% 5% 5%
779 401 393 354 341 305 302 298 296
Top
Call
Driv
ers
Like
lihoo
d of
Re
com
men
din
g
22% 22% 9% 12% 26% 19% 31% 23%50%14% 12%
15% 15%19%
17%16%
13%
16%64% 66% 76% 73%
55% 65% 53% 63%33%
NP S
Highest Volume
No PaymentProcessed
Block Card – Issue new Call Transfer Gave Status Explanation Removed Fees Helped
CustomerBalance Inquiry Call TransferTop
Call Reason(~60%)
Promoter Passive Detractor
42% 44% 66% 60% 29% 46% 21% 40% -17%
• Customers shared that they were unhappy with the transfer for closure; agents try to sell more
• Opportunity with agents explaining about the rewards and benefits; customers did not get appropriate responses
• Customer Assistance – customers were unhappy with agent responses and their effort to get a resolution
Others 28%(1359)
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NPS Drivers | By Workflow
Top Detractors with: Benefits & Rewards
High detractors in all workflows except ‘Card
Activity Notification’
Top Detractors with: Benefits & Rewards Customer Assistance
Top Detractors with: Benefits & Rewards Customer Assistance Account closure
Top Detractors with: Pay Credit card Benefits & Rewards Fees & Finance charges Customer Assistance
Top Detractors with: Benefits & Rewards Customer Assistance
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NPS | By SiteN
PSLi
kelih
ood
of
Reco
mm
endi
ng
NPS for Captive Sites = 67% (2378 surveys)
Firstsource Manila COE Offshore Maine Nevada Firstsource Colorado
18% 12% 6% 12% 11%
19%13% 13%
16% 14%
63% 75% 81% 72% 75%
1594 (33%) 856 (18%) 847 (18%) 808 (17%) 723 (15%)
Promoter Passive Detractor
46% 63% 76% 60% 63%
NPS for Offshore Sites = 52% (2450 surveys)
NPS
Driv
er
Perf
orm
ance
NPS Drivers →Site ↓ Promoters Passives Detractors Promoters Passives Detractors Promoters Passives Detractors Promoters Passives DetractorsPromoters Passives Detractors Promoters Passives DetractorsFirstsource Manila 91% 5% 4% 83% 10% 7% 93% 4% 2% 93% 4% 3% 92% 5% 3% 93% 4% 3%COE Offshore 91% 5% 4% 87% 8% 5% 93% 4% 3% 92% 4% 3% 92% 5% 4% 91% 5% 4%Maine 96% 2% 2% 93% 5% 2% 98% 1% 1% 98% 1% 1% 98% 2% 1% 98% 1% 1%Nevada 93% 3% 4% 87% 8% 5% 95% 3% 2% 95% 2% 2% 95% 4% 1% 97% 2% 1%Firstsource Colorado 92% 4% 4% 89% 7% 4% 95% 3% 2% 95% 4% 2% 95% 4% 1% 95% 2% 2%
Understanding of QuestionsTreated as Valued Customer Knowledge of Card BenefitsSatisfaction with Resolution Effort for Resolution Treated Fairly
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NPS | By Partner
1147 679 654 621 306 259
NPS
Like
lihoo
d of
Re
com
men
ding
‘LL Bean’ (78%) has the highest NPS; followed by ‘Barclaycard’ (73%)
‘US Airways’ (41%) has the lowest NPS; followed by ‘Hawaiian Airlines’ (59%)
US Airways Barclaycard Apple LL Bean Hawaiian Airlines Barclaycard Arrival
19% 8% 12% 6% 11% 8%
20%11% 14%
10%18% 13%
61%81% 74% 84% 71% 79%
Promoter Passive Detractor
41% 73% 63% 78% 59% 71%
NPS
Driv
er
Perf
orm
ance
NPS Drivers →Partner ↓ Promoters Passives Detractors Promoters Passives Detractors Promoters Passives DetractorsPromoters Passives DetractorsPromoters Passives DetractorsPromoters Passives DetractorsApple 89% 6% 5% 81% 11% 8% 93% 5% 2% 93% 4% 3% 91% 6% 3% 93% 5% 3%Barclaycard 93% 4% 4% 88% 7% 5% 95% 3% 2% 94% 3% 3% 94% 4% 2% 92% 4% 3%Barclaycard Arrival 94% 2% 4% 92% 5% 3% 95% 3% 2% 95% 2% 3% 96% 3% 2% 96% 2% 3%Hawaiian Airlines 97% 2% 1% 92% 5% 2% 98% 1% 1% 98% 1% 1% 97% 2% 1% 98% 1% 1%LL Bean 92% 4% 5% 89% 5% 6% 94% 4% 1% 95% 2% 3% 94% 5% 1% 95% 3% 2%US Airways 93% 3% 3% 83% 12% 6% 96% 2% 2% 95% 3% 2% 95% 3% 2% 97% 2% 2%
Knowledge of Card Benefits Understanding of QuestionsEffort for Resolution Treated Fairly Treated as Valued CustomerSatisfaction with Resolution
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NPS | By Agent TenureN
PSLi
kelih
ood
of
Reco
mm
endi
ng
476 649 585 429 653 347 268 226 201 176NH M1 M2 M3 T T4 T5 T6 T7 T11
11% 12% 15% 14% 15% 11% 13% 12% 10% 11%14% 13% 16% 19% 15% 15% 18% 19% 17% 13%
75% 75% 69% 67% 71% 74% 69% 69% 73% 77%
Agent tenure cycle
Promoter Passive Detractor
64% 63% 54% 53% 56% 63% 56% 58% 63% 66%
NPS Drivers →Workflow ↓ Promoters Passives Detractors Promoters Passives Detractors Promoters Passives DetractorsPromoters Passives DetractorsPromoters Passives DetractorsPromoters Passives DetractorsNH 91% 5% 5% 85% 9% 6% 93% 4% 3% 94% 3% 3% 92% 5% 3% 92% 4% 4%M1 92% 4% 4% 88% 7% 4% 94% 4% 2% 94% 3% 2% 93% 4% 3% 94% 3% 3%M2 91% 5% 4% 84% 8% 8% 94% 3% 3% 92% 5% 3% 90% 7% 3% 92% 4% 3%M3 92% 4% 4% 87% 8% 6% 94% 4% 2% 94% 3% 3% 94% 3% 3% 93% 3% 4%T 93% 3% 4% 87% 8% 5% 96% 3% 1% 95% 3% 2% 95% 3% 2% 96% 2% 2%T4 95% 3% 3% 88% 5% 6% 96% 3% 1% 97% 2% 1% 95% 4% 1% 95% 3% 2%T5 93% 4% 3% 85% 10% 4% 93% 4% 3% 93% 3% 4% 94% 4% 2% 94% 4% 2%T6 91% 7% 3% 88% 8% 5% 93% 4% 3% 93% 4% 3% 92% 6% 2% 93% 4% 3%T7 95% 3% 2% 88% 10% 2% 98% 1% 1% 97% 2% 1% 97% 1% 2% 98% 1% 1%T11 95% 3% 2% 91% 4% 5% 96% 2% 2% 97% 2% 1% 97% 3% 1% 98% 1% 1%
Understanding of QuestionsKnowledge of Card BenefitsEffort for Resolution Treated Fairly Treated as Valued CustomerSatisfaction with Resolution
NPS
Driv
er
Perf
orm
ance
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NPS and Loyalty
72%
16% 13%
LikelihoodTo
Recommend
78% Customers likely to continue
33% Customers likely to continue
92% Customers likely to continue
Ove
rall
Lik
elih
ood
to C
ontin
ue
9% 9%
83%
LikelihoodTo
Continue
Apple – 14% US Air– 10%
Barclaycard – 91% LL Bean – 89%
Highest Detractors Highest Passives
Highest Promoters
Firstsource Manila has the highest ‘Detractors’ and lowest ‘Loyalty Rate’
Likelihood to Recommend : 72% Likelihood to Continue : 83%
Apple – 13% US Air– 11%
Top Box
Middle Box
Bottom Box
Promoter
Passives
Detractors
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You are here
NPS Trends – 2013 & 20142013 2014
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Verbatim Analysis
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Verbatim Analysis | Summary
Appreciation
Suggestion
Complaint96%
4% 1%
99.5%
0.3%0.3%
3 verbatim
371 verbatim
“Rewards program seems good so far, hoping new changes will allow last minute reservations at normal point contributions!” 243646810
“I was very pleased with the 1-1/2 miles per dollar spent. Unfortunately that program ended, but I'm hoping it will come back again soon.” 243848023
“Annual fee is too expensive for regular employee like me, hope they make it more reasonable!” 243547016
“This card should be automatically replaced with the card with apple rewards points. Or, it should be offered as an upgrade option more proactively.” 243934560Cust
omer
sugg
estio
ns
384Verbatim
384Verbatim
Reviewed 384 verbatim for Promoters & Detractors to identify the customer temperature about the product and services. Also, to identify suggestions provided by the customers on their surveys
Objective & Approach
Prom
oter
s Detractors
1 verbatim
1 verbatim
14 verbatim 382 verbatim
Prom
oter
sD
etra
ctor
s
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Customer Verbatim | Drill DownAp
prec
iatio
n Complaints
21%
58%
21%
All the verbatim have been categorized as People, Product and Service
54%
20%26%
Product Related had the lowest appreciations and the highest complaints
People Related had the highest appreciations and the lowest complaints
People
Service
Product
101 verbatim
208 verbatim
79 verbatim
81 verbatim
75 verbatim 224 verbatim
384Verbatim
384Verbatim
“As a rule of thumb, 85% of the problems can be corrected by changing the system, less than 15% are under the worker’s control.”- Joseph M. Juran
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Appreciation| Drill DownPeople
Service
Product
People
54%
Service
26%
Product
20%
Dril
l D
own
Knowledge
Resolution
Agent Service
Soft Skills
8% (16)
15% (32)
30% (63)
47% (97)
Ease of use
Card
Partner
Rewards & Benefits
1% (1)
15% (11)
15% (11)
80% (60)
Soft SkillsCustomers appreciated about the agent’s communication, professional conduct
Agent ServiceAppreciated customer service due to agent’s helpfulness
Customer ServiceCustomers appreciated overall customer service
Fraud SupportCustomers appreciated Barclays Fraud support process
Reward & BenefitsCustomers appreciated the perks available through the card
PartnerCustomers appreciated the support and service available through the partners
Security
Resolution
Fraud Support
Customer Service
7%
7%
10%
48%
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APR Fees
Credit Limit
Annual Fees
Interest Fees
Rewards
4% (9)
6% (13)
9% (21)
18% (41)
23% (51)
Complaints| Drill DownPeople
Service
Product
Dril
l D
own
People
21%
Soft SkillsCustomers complained about agent’s communication skills and rude tone
Agent UnderstandingCustomers complained about agents lack of knowledge/authority to resolve the issue
Service
21%
ResolutionCustomers complained about the dissatisfaction from the resolution from customer service
Customer ServiceCustomers complained about the dissatisfaction with customer service (did not call out agent)
Product
58%
RewardsCustomers complained low benefits when compared to other cards
Interest FeesCustomers complained about the high interest charges on the card
Agent Understand-ing
Soft Skills
28% (23)
72% (58)
Website
Card Decline
Customer Service
Resolution
11% (9)
27% (21)
34% (27)
48% (38)
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Road Ahead
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Road Ahead
QA & CSAT Alignment• Deep dive to understand whether QA drives NPS• Propose modifications in both QA and CSAT structure to drive NPS improvement
NPS Weekly/Monthly Dashboard• Keeping a close watch on the NPS performance and its drivers by Site, Partner, Call Reasons• Sharing weekly/monthly NPS dashboard for immediate actions
Key Driver Analysis (KDA)• Conduct Key driver analysis on other Barclaycard LOBs (Collections & Fraud)• Review overall performance as identify key drivers
Proposed Special Projects• Workflow drilldown – Customer Assistance and Rewards & Benefits• Site drilldown – Firstsource Alabang has lowest NPS• Partner drilldown – US Air and Hawaiian Airlines with lowest NPS• Tenure drilldown – M2 & M3 tenure groups with lowest NPS
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Appendix
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Key Driver Analysis | OverviewQA Program as a predictive model for CSAT
Key Drivers(Independent Variables)
Sati
sfa
cti
on
wit
h: Attribute 1
Attribute 2
Attribute 3
Attribute 4
Attribute 5
Attribute N
CSAT Survey Questions
“Importance”
Multivariate Analysis
Inter -dependence
Model
Dependence
Model
Relative Importance
Study
1. Understand opportunities in the current CSAT format (too many or too less questions, format of questions, rating scale etc)
2. Understand the overall model fit and relative impacts of each of the shortlisted drivers
Overall CSAT(Dependent Variable)
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NPS | Key Driver Analysis
Q9-8 Speaking clearly
Q9-3 Having the authority to re
Q9-6 Ability to answer clearly
Q9-4 Desire to resolve
Q9-2 Understanding your questio
Q9-5 Knowledge of card benefits
Q9-7 Treating you as a valued c
Q4A Treated fairly during call
Q25 Effort put to resolved issu
Q12A Satisfaction w/ issue reso
181614121086420
Term
Standardized Effect
1.96
Pareto Chart of the Standardized Effects(response is Q1D Likelihood to recommend (NP, Alpha = .05)
One Term @ 95% confidence
Resolution is the primary driver for NPS – includes satisfaction with issue resolution & effort put to get resolution
Treated as valued customer- includes understanding of the question & Speaking clearly
BCD
DEAHDJCDCGBECFHKHJDFC
AJEG
FACDKAD
ECEEKG
AKDHBG
BGH
AJ
1086420
Term
Standardized Effect
1.96
K Q25 Effort put to resolved issu
A Q4A Treated fairly during callB Q9-2 Understanding your questioC Q9-3 Having the authority to reD Q9-4 Desire to resolveE Q9-5 Knowledge of card benefitsF Q9-6 Ability to answer clearlyG Q9-7 Treating you as a valued cH Q9-8 Speaking clearlyJ Q12A Satisfaction w/ issue reso
Factor Name
Pareto Chart of the Standardized Effects(response is NPS, Alpha = .05, only 30 largest effects shown)
Two Term @ 95% confidence