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Survey of Data Network Survey of Data Network Infrastructure Options Infrastructure Options
for Rural Areasfor Rural AreasA Platform for Asynchronous A Platform for Asynchronous
MessagingMessaging
Team Members: Stephane Guerraz, Sukun Kim, Adam Ludwin, Hong Qu, and Tu Tran
Research QuestionsResearch Questions
1) What network architectures can 1) What network architectures can cost-effectively deploy text, voice, cost-effectively deploy text, voice, image, video services using IP, image, video services using IP, asynchronous delivery methods?asynchronous delivery methods?
2) What commercially viable methods 2) What commercially viable methods can support these services?can support these services?
Application: SEWAA case studyApplication: SEWAA case study
Method for evaluating Method for evaluating sustainabilitysustainability
Demand for ICT
Cost Estimator
Network costKiosk costSetup costOperating cost
ApplicationServices
Revenue Model
Income levelUsage freqPop density Savings from ICT
Setup Costs = Software + Hardware + Installation + Training + Depreciation
Operating Costs = Utilities + Telcom Services + Rent + Labor + Advertising
What do we mean by What do we mean by asynchronous delivery asynchronous delivery
methods?methods?
Kiosk
Asynchronous Kiosks
SynchronousNetwork
Kiosk Kiosk
Data Center / ISP
What do we mean by What do we mean by asynchronous delivery asynchronous delivery
methods?methods?
Kiosk
Asynchronous Kiosks
SynchronousNetwork
Kiosk Kiosk
Data Center / ISP
Bandwidth ComparisonBandwidth Comparison
0
50
100
150
200
250
300
350
400
GEO (VSAT) CDMA CorDect Dial-up
MinMax
Calculating cost of NetworkCalculating cost of Network
Operating Costs Set-up Costs
Cost of Network
BandwidthRequirementper village
Distance &Geographic
factor
TrafficEstimator
ApplicationProfile &
population
Total Cost for 5 years vs Bandwidth (zoom)
0
500000
1000000
1500000
2000000
2500000
3000000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al C
ost
for
5 ye
ars
(Rup
ee)
CDMA(fixed)
CorDECT
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
GEO(VSAT)
CorDECT(existing)
Why collective franchise Why collective franchise model?model?
ScalabilityScalabilitySecuring loan repayment through Securing loan repayment through
collective responsibility (mutuality)collective responsibility (mutuality)Creating peer-pressure to performCreating peer-pressure to performCreating a community of local Creating a community of local
entrepreneurs with exchange of entrepreneurs with exchange of best practicesbest practices
Costs vs RevenuesCosts vs Revenues
Sale per household 100 200 300# households
100 10,000 20,000 30,000
200 20,000 40,000 60,000
300 30,000 60,000 90,000
Average Monthly Sales per Center
Cost Estimator
Setup Costs: 400$ Operating Cost: 50$/mth
ApplicationServices
Revenue Model200$/mth
SewaaSewaa
Month Capital Due Interests Amortization Payment1 23,000 1840.00 3,160.00 5,000.00 2 19,840 1587.20 3,412.80 5,000.00 3 16,427 1314.18 3,685.82 5,000.00 4 12,741 1019.31 3,980.69 5,000.00 5 8,761 700.85 4,299.15 5,000.00
6 4,462 356.92 4,643.08 5,000.00
Loan Payment with revenue=10,000/Mth and I.R.=8%/Mth
Financially
Financially
Sustainabl
Sustainabl
ee
FindingsFindings
Developed a network cost estimatorDeveloped a network cost estimatorDeveloped a revenue-generating Developed a revenue-generating
business modelbusiness modelSynthesized technology costs with Synthesized technology costs with
business model business model Final Product: General guidelines for Final Product: General guidelines for
evaluating rural connectivity projectsevaluating rural connectivity projects
The EndThe End
Challenges of bringing Challenges of bringing connectivity to rural areasconnectivity to rural areas
AreaArea Unreliable Unreliable
electricityelectricity Limited/non-Limited/non-
existent telecom existent telecom infrastructureinfrastructure
Poor roads Poor roads infrastructure infrastructure
Diverse TopologyDiverse Topology Low village densityLow village density
ResidentsResidents High illiteracy rateHigh illiteracy rate Limited business Limited business
skillsskills Little technology Little technology
skillsskills Lack of access to Lack of access to
capitalcapital
Benefits of asynchronous interaction Benefits of asynchronous interaction at hardware and application levelsat hardware and application levels
HardwareHardware Less power Less power
requirements: less requirements: less energy spent having energy spent having the radio on.the radio on.
Decrease Decrease maintenance costs maintenance costs since down time only since down time only increases delay; it increases delay; it doesn’t disable doesn’t disable serviceservice
Application Level*Application Level* Bandwidth requirement Bandwidth requirement
can be lowercan be lower Decrease network Decrease network
technology coststechnology costs Limits over utilization: Limits over utilization:
more users possible more users possible since full-time access since full-time access does not need to be does not need to be guaranteedguaranteed
* * Our focusOur focus
Satellite (LEO, GEO-VSAT)Satellite (LEO, GEO-VSAT)
Kiosk
Satellite dish
Satellite
Server
InternetSatellite dish
KioskModem
Radio tower
Radio tower
KioskModem
Radio tower
Server
Internet
Wireless -Wireless -CDMACDMA
CorDECTCorDECTWiFiWiFi
WiredWired
KioskModem
Server
Internet
KioskModem
KioskModem
Kiosk
Wireless Technologies (1)Wireless Technologies (1)
LEO MEO GEO GSM CDMA (mobile) CDMA (fixed)Range (Km) N/A [1] N/A [1] N/A [1] 30 [6] 30 [6] 30 [6]Bandwidth (up/down) (bps) 4800 (*1) [3] 400K/40K (*2) [4] 14.4K [6] 13K [6] > 13K [6]Latency (s) 10m [1] 200m [1] 500m [1] < 1m [6] < 1m [6] < 1m [6]Rotation delay 15min [2] 2~4hr [2] N/A N/A N/A N/AFrequency (Hz) Refer 'Frequency Spectrum of Satellite' [2] 800M/900M/1800M/1900M 800M/1900M [7] 800M/1900M [7]Cost (inst) ($) modem 600~1000 (*1) [3] modem 200~300 (*2) [4] per user 701 (*3) [6] per user 205 (*3) / 445 (*4) [6] per user 290 (*4) [6]Cost (month) ($) 70 (*1) [3] 99 (*2) [4] 43 (*3) [6] 26 (*3) / 40 (*4) [6] 35 (*4) [6]Cost (min) ($) 0 (*1) [3] 0 (*2) [4] 0 (*3) [6] 0 (*3, *4) [6] 0 (*4) [6]Energy
Wireless Technologies (2)Wireless Technologies (2)
CorDECT WiFi (802.11) WiMax (802.16) Optical Wired PhoneRange (Km) 25 [11] 38 (*6) [14] 50 (*8) [15] N/A N/ABandwidth (up/down) (bps) 35~70K [12] 11M (*7) [14] 70M (*8) [15] 1.0G 56KLatency (s) < 1m [12] 100~150u [14] < 1m [Estimation] < 1m [Estimation] < 1m [Estimation]Rotation delay N/A N/A N/A N/A N/AFrequency (Hz) 1.9G [12] 2.4G (*7) [14] 3.5G (*8) [15] N/A N/ACost (inst) ($) tower 25,000 [11] tower 200~850 (*6) [14] tower 30,000 / modem 400~500 (*8) [16] 200 NIC [17] / 0.2 per meter [18] end point 800 + line [11]Cost (month) ($) 70 (*5) [13] 0 [14] 0 [16] 0 30~40 [11]Cost (min) ($) 0 (*5) [13] 0 [14] 0 [16] 0 0
Network Cost EstimatorNetwork Cost EstimatorLEO GEO(VSAT)CDMA(fixed) CorDECT CorDECT(existing) WiFi(802.11b) Telephone Telephone(existing) Fiber-optic
Infra install cost 0 0 557234640 8.04E+08 182640 32108112 1.25E+08 182640 93986544Infra maintenance cost 4807998 702022.5 4200811.32 6043192 1093922.28 255513.36 1002054 249623.22 726450.6End point cost 493128 17122.5 13698 6849 6849 6849 54792 684.9 13698
Bandwidth per link 4,800 40,000 13,000 35,000 35,000 11,000,000 56,000 56,000 1,000,000,000Effective bandwidth per link 1920 16000 5200 14000 14000 4400000 22400 22400 400000000
Connection per tower 100 100 1 100 1Cost of tower 25,000 25,000 2,300Radius 30 25 38Cost of wire per Km 400 300
Cost of ISP center 2,000 2,000 2,000 2,000 2,000 2,000 2,000ISP fee per bit 7.14E-05 7.14E-05 7.14E-05 7.14E-05 7.14E-05 7.14E-05Monthly fee for connection 70 100 20 35Cost of modem 800 250 50 50 50 100 800 10 200
Infra install cost# of access point (AP) sites 228 328 142total # of tower 243 351 151total # of connection 107 107Cost of network 6100000 8800000 349600 1369600 1027200Cost of hardware 0 0 6102000 8802000 2,000 351600 1371600 2,000 1029200
Infra maintenance costISP 63000 10000 114.285714 114.2857 15851.85185 114.2857143 114.2857 3.61E+03 114.2857143Hardware maintenance 7200 250 61220 88120 120 3616 14516 30 10492Total cost 70200 10250 61334.2857 88234.29 15971.85185 3730.285714 14630.29 3644.285714 10606.28571
End pointMultiplicity of modem 9 1 4 2 2 1 1 1 1Cost of hardware 7200 250 200 100 100 100 800 10 200
Network Cost Estimator Network Cost Estimator (cont.)(cont.)
4 ?̂ 1 4 16 64 256 1024 4096 16384100 25 6.25 1.5625 0 0 0 0
# of links 80 20 5 2 0 0 0 0# of connections per link
Telephone 2,240,000 2,240,000 2,240,000 2,240,000 2,240,000 2,240,000 2,240,000 2,240,0001 1 1 1 2 8 30 118
107 80 20 5 2 0 0 0 0
Fiber-optic 400,000,000 400,000,000 400,000,000 400,000,000 400,000,000 400,000,000 400,000,000 400,000,0001 1 1 1 1 1 1 1
107 80 20 5 2 0 0 0 0CDMA(fixed)
Connection capacity 520000 520000 520000 520000 520000 520000 520000 520000Load per node 7017.54386 7017.54386 7017.54386 7017.54386 7017.54386 7017.54386 7017.54386 7017.54386connections per link 1 1 1 1 4 14 56 222# of nodes 228 228 228 228 228 228 228 228
228 57 14.25 3.5625 0 0 0 0182 46 11 4 0 0 0 0
243 182 46 11 4 0 0 0 0CorDECT
Connection capacity 1400000 1400000 1400000 1400000 1400000 1400000 1400000 1400000Load per node 4878.04878 4878.04878 4878.04878 4878.04878 4878.04878 4878.04878 4878.04878 4878.04878connections per link 1 1 1 1 1 4 15 58# of nodes 328 328 328 328 328 328 328 328
328 82 20.5 5.125 1.28125 0 0 0263 65 17 4 2 0 0 0
351 263 65 17 4 2 0 0 0WiFi(802.11b)
Connection capacity 4400000 4400000 4400000 4400000 4400000 4400000 4400000 4400000Load per node 11267.60563 11267.60563 11267.60563 11267.60563 11267.60563 11267.60563 11267.60563 11267.60563connections per link 1 1 1 1 1 3 11 42# of nodes 142 142 142 142 142 142 142 142
142 35.5 8.875 2.21875 0 0 0 0112 30 6 3 0 0 0 0
151 112 30 6 3 0 0 0 0
Inputs to Network Cost Inputs to Network Cost EstimatorEstimator
D: average distance to neighboring village32 32 32
V: density of villages = 1 / D 2̂0.000976563 0.000977 0.000977
G: geographic factor (0 ~ 1)0.5 0.5 0.5
B: bandwidth requirement per village16,000 16000 16000
N: total number of villages100 100 100
K: average degree of communication tree4 4 4
Bandwidth factor0.4 0.4 0.4
Infra install cost factor2 2 2
Infra maintenance cost factor1.5 1.5 1.5
End point cost factor1.5 1.5 1.5
Cost vs BandwidthCost vs Bandwidth
Infrastructure Installation Cost vs Bandwidth
0
200000
400000
600000
800000
1000000
1200000
1400000
1600000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Infr
ast
ruct
ure
In
sta
llatio
n C
ost
(R
up
ee
)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Infrastructure Installation Cost vs Bandwidth (zoom)
0
50000
100000
150000
200000
250000
300000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Infr
astr
uctu
re
Inst
alla
tion
Cos
t (R
upee
)
LEO
GEO(VSAT)
CorDECT(existing)
WiFi(802.11b)
Telephone(existing)
Fiber-optic
End-point Installation Cost vs Bandwidth
0
10000
20000
30000
40000
50000
60000
70000
80000
90000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
End
-poi
nt I
nsta
llatio
n C
ost
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
End-point Installation Cost vs Bandwidth (zoom)
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2K 4K 8K 16K 32K 64K 128
Bandwidth Requirement per Village (bps)
End
-poi
nt I
nsta
llatio
n C
ost
(Rup
ee)
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone(existing)
Fiber-optic
Total Installation Cost vs Bandwidth
0
1000000
2000000
3000000
4000000
5000000
6000000
7000000
8000000
9000000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al I
nsta
llatio
n C
ost
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Installation Cost vs Bandwidth (zoom)
0
50000
100000
150000
200000
250000
300000
350000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al I
nsta
llatio
n C
ost
(Rup
ee) GEO(VSAT)
CorDECT(existing)
WiFi(802.11b)
Telephone(existing)
Total Operation Cost vs Bandwidth
0
100000
200000
300000
400000
500000
600000
700000
800000
900000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al O
pera
tion
Cos
t (R
upee
)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Operation Cost vs Bandwidth (zoom)
0
2000
4000
6000
8000
10000
12000
14000
16000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al O
pera
tion
Cos
t (R
upee
) CDMA(fixed)
CorDECT
WiFi(802.11b)
Telephone
Fiber-optic
Total Cost for 5 years vs Bandwidth
0
10000000
20000000
30000000
40000000
50000000
60000000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al C
ost
for
5 ye
ars
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Cost for 5 years vs Bandwidth (zoom)
0
500000
1000000
1500000
2000000
2500000
3000000
2K 4K 8K 16K 32K 64K 128K
Bandwidth Requirement per Village (bps)
Tot
al C
ost
for
5 ye
ars
(Rup
ee)
CDMA(fixed)
CorDECT
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
GEO(VSAT)
CorDECT(existing)
Cost vs DensityCost vs Density
Infrastructure Installation Cost vs Density of Villages
0
100000000
200000000
300000000
400000000
500000000
600000000
700000000
800000000
900000000
0.001 0.0039 0.0156 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Infr
astr
uctu
re
Inst
alla
tion
Cos
t (R
upee
)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Infrastructure Installation Cost vs Density of Villages (zoom)
0
10000000
20000000
30000000
40000000
50000000
60000000
0.015625 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Infr
astr
uctu
re
Inst
alla
tion
Cos
t (R
upee
)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
What we didWhat we did
Surveyed various network architectures Surveyed various network architectures using metricsusing metrics
Given the density of villages and the Given the density of villages and the bandwidth requirement, estimated the bandwidth requirement, estimated the cost of each network architecture.cost of each network architecture.
Developed a business model for Developed a business model for sustainability sustainability
Bandwidth Bandwidth Range Range LatencyLatency
Installation cost Installation cost Operating costsOperating costs
End-point Installation Cost vs Density of Villages
0
100000
200000
300000
400000
500000
600000
0.00098 0.00391 0.01563 0.0625 0.25 1 4
Density of Villages (villages / Km2)
End
-poi
nt I
nsta
llatio
n C
ost
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
End-point Installation Cost vs Density of Villages (zoom)
0
2000
4000
6000
8000
10000
12000
14000
16000
18000
0.00098 0.00391 0.01563 0.0625 0.25 1 4
Density of Villages (villages / Km2)
End
-poi
nt I
nsta
llatio
n C
ost
(Rup
ee) GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone(existing)
Fiber-optic
Total Installation Cost vs Density of Villages
0
100000000
200000000
300000000
400000000
500000000
600000000
700000000
800000000
900000000
0.00098 0.00391 0.01563 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al I
nsta
llatio
n C
ost
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Installation Cost vs Density of Villages (zoom)
0
10000000
20000000
30000000
40000000
50000000
60000000
0.015625 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al I
nsta
llatio
n C
ost
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Operation Cost vs Density of Villages
0
1000000
2000000
3000000
4000000
5000000
6000000
7000000
0.00098 0.00391 0.01563 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al O
pera
tion
Cos
t (R
upee
)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Operation Cost vs Density of Villages (zoom)
0
200000
400000
600000
800000
1000000
1200000
1400000
1600000
1800000
0.003906 0.015625 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al O
pera
tion
Cos
t (R
upee
)
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Cost for 5 years vs Density of Villages
0
200000000
400000000
600000000
800000000
1000000000
1200000000
1400000000
0.00098 0.00391 0.01563 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al C
ost
for
5 ye
ars
(Rup
ee)
LEO
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Total Cost for 5 years vs Density of Villages (zoom)
0
50000000
100000000
150000000
200000000
250000000
300000000
350000000
0.003906 0.015625 0.0625 0.25 1 4
Density of Villages (villages / Km2)
Tot
al C
ost
for
5 ye
ars
(Rup
ee)
GEO(VSAT)
CDMA(fixed)
CorDECT
CorDECT(existing)
WiFi(802.11b)
Telephone
Telephone(existing)
Fiber-optic
Network ModelNetwork Model
Server
Repeater
Repeater
Repeater
Repeater
Repeater Repeater
Repeater
70K35K 35K
140K
Infrastructure Installation Infrastructure Installation CostCost
Given bandwidth requirement per Given bandwidth requirement per village, density of villages, village, density of villages, geographical complexity, total geographical complexity, total number of villagesnumber of villages
Estimate multiplicity of each link in Estimate multiplicity of each link in communication networkcommunication network
Estimate total number of linksEstimate total number of linksAdd data center, installation, Add data center, installation,
administration costadministration cost
File SizesFile Sizes
Text: 700 page book in ASCII = 1 Text: 700 page book in ASCII = 1 MBMB
Voice: 4 minute MP3 = 3.8 MB at Voice: 4 minute MP3 = 3.8 MB at 128 kbs128 kbs
Image: GIF = 500 KB, JPG = 100 KBImage: GIF = 500 KB, JPG = 100 KBVideo: Without compression = 100 Video: Without compression = 100
Mbs, with compression = 45MbsMbs, with compression = 45Mbs*Information from “The Information Economy” research by U.C. Berkeley SIMS *Information from “The Information Economy” research by U.C. Berkeley SIMS
Professor Hal Varian Professor Hal Varian
Case Study: SEWAACase Study: SEWAA
OpportunitiesOpportunities Communication (email, voice/video mail)Communication (email, voice/video mail) Agricultural info and marketingAgricultural info and marketing Provide government servicesProvide government services Tourism revenueTourism revenue Job creation by attracting outsourcing projectsJob creation by attracting outsourcing projects
IssuesIssues Technology phobiaTechnology phobia Lack of relevant content in the local languageLack of relevant content in the local language Business model: connectivity at affordable costBusiness model: connectivity at affordable cost
Case Study: Case Study: SEWAASEWAA
Rural Telecenter in Uttaranchal, IndiaRural Telecenter in Uttaranchal, India Himalayan region: a hostile geography Himalayan region: a hostile geography
Isolated small villages Isolated small villages Mountainous terrainMountainous terrain Poor connectivity for roads and tele-comPoor connectivity for roads and tele-com Unreliable electricityUnreliable electricity
Possible Network TechnologiesPossible Network Technologies Wired phone lineWired phone line Local Wireless Loop (corDECT)Local Wireless Loop (corDECT) SatelliteSatellite
Case Study: SEWAA – What Case Study: SEWAA – What we’ve decidedwe’ve decided
Mountainous terrain precludes Mountainous terrain precludes wireless technology, such as Wi-Fi, wireless technology, such as Wi-Fi, CorDECT, and cellularCorDECT, and cellular
Satellite too expensive at this pointSatellite too expensive at this pointStage 1 network: dial-upStage 1 network: dial-upAsynchronous connectivity – Asynchronous connectivity –
download common files, store and download common files, store and access locally, store and distribute access locally, store and distribute multi-media on CDmulti-media on CD
Member RolesMember Roles
Business AnalysisBusiness Analysis Stephane GuerrazStephane Guerraz Adam LudwinAdam Ludwin
Technology Technology AnalysisAnalysis
Sukun KimSukun Kim Hong QuHong Qu Tu TranTu Tran