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8/2/2019 SQI Solution for Reference_20110330
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Transition from KPI to KQI
HUAWEI TECHNOLOGIES CO., LTD.
-- Huawei Service Quality Improvement Solution
8/2/2019 SQI Solution for Reference_20110330
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Content
What is Service Quality Improvement
Case Study
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Technology Trend
Video/Voice Messaging
Email Video telephony
DeviceUser
MultimediaApps
Home
Subway
Office
Cafe Working
Watching TV
Learning
Driving
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 3
End-userExperience
SMS
LocationBased Services
IMS
Mobile TVPTT
Social Networking
User culture drives Technology Trend
IP Transformation
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What is Service Quality Improvement about? Service Quality Improvement
Is about End-To-End
Visualization of real end-user experience
Improve application service quality
Root cause analysis of service quality issues
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 5
Slow to webSlow to web
……Poor voice qualityPoor voice quality
No serviceNo service
User Experience
Customer Hotline
Network KPI
……
RRC Setup Success
Rate
RRC Setup Success
Rate
Call Setup Success
rate
Call Setup Success
rateCall Drop RateCall Drop Rate
≠
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From KPI to Service Quality ImprovementAs is To be
Good KPI, but Poor User Experience Build SQI System, Improve End-User Experience
CTO’s Experience:
• Full signal bar, but difficult to call out
• Poor voice quality, One-way audio
• Connecting to internet, but can’t browse
Level 1 QoE: Quality of Experience, ranking from 1-5;
Level 2 KQI: Key Quality Index, measure end user experiences;
Level 3 Measurement KQI: Measurable, Manageable,Assessable, Improvable KQIs;
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 6
internet
Cell KPI Value
RAN Access Success
Rate>99%
Call Drop Rate <0.3%Cell Average KPI is Good
Sample DT KPI Value
Coverage >99%
Voice Quality (MOS) 3.6Sample DT KPI is Good
Good KPI ≠ Good ServiceQuality
√
√
X QoE KQI Measurement KQI
WEB pageaccesssatisfaction
WEB page accesssuccess ratio
E2E access success ratio
DT access success rate
WEB page access delay E2E page access delay
DT page Access delay
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From Network layer to User layerAs is To be
Indicator Care ---Monitoring Network KPI VIP Care ---Quick Response to User Complaint
KPI Normal99.20 99.25 99.30 99.30
9 6 . 0 0
9 6 . 0 09 6 . 0 0
9 6 . 0 0
9 7 . 0 0
9 7 . 0 09 7 . 0 0
9 7 . 0 0
9 8 . 0 0
9 8 . 0 09 8 . 0 0
9 8 . 0 0
9 9 . 0 0
9 9 . 0 09 9 . 0 0
9 9 . 0 0
1 0 0 . 0 0
1 0 0 . 0 01 0 0 . 0 0
1 0 0 . 0 0
Week 39 Week 40 Week 41 Week 42
Call Setup Success Ratio-NCR[%]
Call Set-up Success Rate
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 7
10:00 am 10:30 am 11:00 am 11:10 am
Call information
Subscriber
Access/release
CS service
PS service
HandoverSignaling
Call recordCause types:
Normal
Access failure
Handover failure
Call drop
Web refresh delay
Other exceptions
10:00 am
Several Key users’ worse experience will notindicate from KPI, then complaint exists…
…..
18:00 pm
At same time:
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Huawei SQI Capability - Tools & Platform
Web offline ratio…
Retainability
E2E accessduration
E2E accesscompletion rate
Accessibility
SpeechQuality
Integrity
VIP&VAP user perceptionUser perception
of the entire network
Service QualityKQI System
-One-way Audio
-Echo
-Time delay
-Chopping
-Noise
-Crosstalk
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 8
Assessmenttool set
M2000(traffic/log)
NastarPRS MRNastar
Monitoring (tool) Assessment & Delimiting & Identification (Service)
E2E Active/passivejoint testing
U2520
UMGBSC
IP
UMG BSCAbis A Abis AMSCMSCBTSBTS BTSBTS
Tool++++Service
EquipmentcapabilityResource-based refined tracking User-based refined trackingEnd-to-End Network
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Huawei SQI Capability – User Experience Research Team
Special Experts Biography
Dr. Dong The User Experience Principle at Huawei.Ph.D from Purdue University in the USA.More than 15 years of research and Design experience in top companies, such as IBM and eBay. He is now in charge
of the user research and consumer programs in the Department of User Centered Design.
Dr. Wan Ph.D. degree in psychology from the Zhejiang University, Zhejiang, China.More than 6-year research experiences on human perception and mental processing.Expert of QoE modeling- establishing quantitative relation between KQIs and QoE.
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 9
Dr. Cui Ph.D in Cognitive Psychology from the Zhejiang University, China.Senior user researcher at UCD center, Huawei R&D.Expert of QoE research , User Experience Design and Human-Computer Interaction.
Tina Zhang Tingting , received her master of Arts (Sociology) in Nanjing University, accumulated wealth of experience inuser research. She organized and participated in lots of large sample social research and focused on quantitativeanalysis.
From Technologies to Research in End User Experience & Human Perception
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Q1: How to Establish SQI System?
Step 5:::: KQI Monitoring1.Precision:
::
: KQIs for use of each specific service
2.Time Span: 2~4 weeks, 7*24 hours
3.Sample Size :
::
: About 20,000
4.Sample Structure :
::
: User groups of different user
behavior, and from different regions.
Step5:::: QoE Survey1.Method :
::
: Phone survey
2.Questionnaire: Satisfaction of the quality of Service,
including QoE and sub-QoE.
3.Performer: Call center (Trained by QoE Experts)
4.Sample Size: 900~1,000 users from those monitored
Example
Project Kick-off Tool &
Service Setup
KQI Data
Collection
KQI Monitoring
& QoE Survey
KQI Analysis &
Optimization
QoE – KQI
ModelingProject End
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 10
QoE score fromphone survey
Mapping KQI to QoE
Subjective
. o en a s : g annoy e en users, ow o con ro
KQI monitored QoE surveyed
Data fromKQIsmonitoring
Objective
5 5
6
Step6:::: QoE-KQI ModelingMethod :
::
: Regression analysis+ QoE = f(KQI1, KQI2, KQI3 ……)
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Q2: How to Measure QoE?
QoEQoEQoEQoE
Category KQI nameMapping
WeightKQI value
QoEscore
Accessibility
E2E access completion rate(Passive Test)
≥ 9 9 % 5
4 0 %
9 5 % ~ 9 9 %
9 5 % ~ 9 9 % 9 5 % ~ 9 9 %
9 5 % ~ 9 9 % 4
44
4
8 0 % ~ 9 5 % 3
7 0 % ~ 8 0 % 2
< 7 0 % 1
Front page access delay
≥ 5 1 2 k b p s 5
1 0 %
2 5 6 ~ 5 1 2 k b p s 4
1 2 8 ~ 2 5 6 k b p s
1 2 8 ~ 2 5 6 k b p s1 2 8 ~ 2 5 6 k b p s
1 2 8 ~ 2 5 6 k b p s 3
33
3
6 4 ~ 1 2 8 k b p s 2
< 6 4 k b p s 1
≤ 0 . 1 % 5
QOE score QoE grade User perception
≥ 4.5 Excellent Very satisfied
4~4.5 Very good Satisfied
3.5~4 Good Neutral
3~3.5 Fair Very unsatisfied
< 3 Poor Extremely unsatisfied
Example
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 11
• Initialized with default weight value & benchmark forKQIs , yet need to get agreement with CamGSM first.
4444 **** 40% + 340% + 340% + 340% + 3****10% + 4*10% + 3*25% + 4*15%10% + 4*10% + 3*25% + 4*15%10% + 4*10% + 3*25% + 4*15%10% + 4*10% + 3*25% + 4*15%
3.65 (Good)Retainability Web browsing data transfercut-off ratio
≤ 0 . 1 % 5
1 0 %
0 . 1 % ~ 0 . 5 %
0 . 1 % ~ 0 . 5 % 0 . 1 % ~ 0 . 5 %
0 . 1 % ~ 0 . 5 % 4
44
4
0 . 5 % ~ 1 % 3
1 % ~ 2 % 2
> 2 % 1
Integrity
Web page refresh successratio
≥ 9 9 % 5
2 5 %
9 5 % ~ 9 9 % 4
8 0 % ~ 9 5 %
8 0 % ~ 9 5 % 8 0 % ~ 9 5 %
8 0 % ~ 9 5 % 3
33
3
7 0 % ~ 8 0 % 2
< 7 0 % 1
Web page refresh delay
≥ 5 1 2 k b p s 5
1 5 %
2 5 6 ~ 5 1 2 k b p s
2 5 6 ~ 5 1 2 k b p s2 5 6 ~ 5 1 2 k b p s
2 5 6 ~ 5 1 2 k b p s 4
44
4
1 2 8 ~ 2 5 6 k b p s 3
6 4 ~ 1 2 8 k b p s 2
< 6 4 k b p s 1
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Content
What is Service Quality Assurance
Case Study
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Data Service Quality Improvement – China Mobile
Customer Needs
Measurable – Establish WAP/MMS/FTP/Stream data service measurement system,
which is tailored for China Mobile Hangzhou;
Visible – Quality monitoring of WAP/MMS/Stream data services;
Manageable – Establish methodology to identify key factors and improve KQI;
Improvement 3G Quality – Improve 3G network quality. (E.g. WEB front page
access delay/Unstable MMS downloading speed/Frequent 3G complaints etc)
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 13
Establishment - China Mobile Hangzhou SQI system
through partnership
Analysis & Optimization – - Data Service Quality Analysis
- User complaints Analysis
- 2G/3G Hotspot Analysis
- User Behavior Analysis
- P2P Service Analysis & Restriction
- PS Core Network Parameter Audit & Resource Evaluation
Hangzhou, China Mobile
Solutions Delivery Period: Aug.2010 – Dec.2010
Organization: An End-to-End project teamincluding: Wireless / PS / SQI PDT team / NastarTool Team
Tools: - Nastar- Wireless tool set- Probe /CDS- U2520
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Data Service Quality Improvement – China Mobile
•• TOP region’s WEBTOP region’s WEB Delay comparisonDelay comparison
Connectionaccess delay
Front Page Access Delay – Before & After (s)
BF AF BF BF BFAF AF AF
Refreshdelay
Page Refresh Delay – Before & After (s)
BF AF BF BF BFAF AF AF
HUAWEI TECHNOLOGIES CO., LTD. Huawei Confidential Page 14
•• TOP region’s WEBTOP region’s WEB access failure comparisonaccess failure comparison
Accessfailure rate
TOP Cell Access Failures – Before & After
BF AF BF BF BFAF AF AF
Values:
- Established customized SQI solution for Hangzhou,
China Mobile.
- New O&M methodology for long-term benefits;
- WEB Data Service Quality was remarkably Improved;
- Joint Benefits Analysis is undertaken.
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Thank youwww.huawei.com