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The Use of ICT in Data Collection, Analysis,
Management and Dissemination
By
Biyi Fafunmi Head, Information & Communication Technology Department
National Bureau of Statistics, Abuja
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Introduction What is ICT?
Data Collection: Processes Standards and
Practice ICT base Data Collection
Data Analysis, Management & Dissemination
Outline
Still …
Beyond
Reach
Back
gro
un
d /
Con
text
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Introduction….
• The called for “Data Revolution” to underpin
the five transformational shifts recommended
– Echoed by others
• What does the “Data Revolution” mean for Nigeria?
• How do we ensure that the Nigerian statistics community are involved?–
Actually take the lead
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Introduction...
Over the years, available data is in adequate to meet the challenge, and is not sufficient to effectively inform evidence-based policies. Then the need for a new innovation
The world’s capacity to collect such data is reported to double every 40 months since the 1980s, with about 2.5 billion gigabytes (GB) of data being created per day in 2012.
The advent of the Web, mobile devices and other technologies such as sensor networks has caused a fundamental change to the nature of data that is been generated every minute.
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Why Data Revolution?
• To harnessing big data and new technologies.
• To close the data gaps
•
• To strengthen national statistical capacities,
• To assess the new opportunities linked to innovation, technical progress , that makes public and private data providers to support and complement the conventional national countries statistical systems ,
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Introduction :
Check &
coding by
manual
Data
input
Host computer
(key punchers) (Check & coding staff)
Questionnaire
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Introduction: Problems and Needs application
of new tech
• Taking a long period for data collection and
capture
Needs for Earlier publishing
• Using a lot of personnel for data collection
and capture
Needs for Personnel reduction
Efficient use of new technology is crucial
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Information and Communication Technology (ICT), is a composite term, which embodies three important concepts. To understand ICT, one must understand all three concepts.
"Information" means many things to many people, depending
on the context. ◦ A processed data. Or ◦ Any potentially useful fact, quantity or value that can be use to aids decision
making.
Communication refers to the transfer or exchange of information from person to person or from one place to another. ◦ When action produces a reaction, whether positive or negative,
communication has taken place. ◦ a process of transfer of information, ideas, thoughts and messages. It
involves a sender, a receiver, a code and, a language that is understood by both the sender and the receiver.
What is ICT?
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Technology refers to the use of scientific knowledge to invent tools that assist human beings in their efforts to overcome environmental hazards and impediments to comfort. ◦ In this regard, technology refers to the things like the computer, telephone,
cell phone, GSM handsets, television, radio, etc.
Put together, therefore, ICT has been defined as:
The acquisition, analysis, manipulation, storage and distribution
of information; and the design and provision of equipment and software for these purposes. (deWatteville and Gilbert 2000)
ICT and Information Technology (IT) are similar concepts that can be used interchangeably. IT implies communication and therefore it becomes obvious that the two terms are synonymous.
What is ICT?
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Why new Technology (ICT)?
Faster
Smaller
Cheaper
Handier
Better
Accurate
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
..the impact on data collection
ICT Trend
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data collection is a systematic approach to gathering information from a variety of sources to get a complete and accurate picture of an area of interest.
There are various methods of data collection,
such as personal interviewing, telephone, mail and the internet. Depending on the survey design, these methods can be used separately or combined.
There are also three sources of data which are:
What is data collection?
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data Sources
Censuses
Surveys
Administrative Statistics
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Process of Data Collection for Production
Dissemination
Hard Copies
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data Production - Need Assessment Matrix
Step Key Activity Current Practices &
Tools
Best Practices &
Tools
Planning Interactions between Users,
Suppliers, Producers to define
Concepts, Indicators, Scope,
Timelines, etc
Focused face-to-face
planning sessions
User group meetings, etc
Use of interactive
collaboration tools – e.g.
email, intranet, chat engines,
video conferencing, etc
Development of
Instrument
Develop survey instruments like
Questionnaire, Manual, Templates,
Labor, etc
Static questionnaire
Static Templates
Digital forms
Online questionnaire
Reusable electronic templates
Training Training of Trainers
Training of Enumerators
Instructor-led classroom
sessions
Computer Based Training
(CBT) packages for standard /
generic trainings
Pilot (Test) Run Simulate the data gathering process
under in controlled environment
Manual simulation of
operating procedure
Automated workflow systems
where applicable
Finalise
Operational
Modalities
Review and agree key operating
elements
Incorporate lessons / experiences
of the pilot run
Manual review Automated workflow systems
where applicable
Real Data
Collation
Identify Target population
Canvass
Conduct data collation, compilation
and batching
Manual questionnaire GPS-GIS systems
Electronic handheld devices
Digital forms
Relational Database
management systems
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data Production - Need Assessment Matrix
Step Key Activity Current Practices
& Tools
Best Practices & Tools
Quality
Checks
Spot check in the field
Checking, Editing, scrutiny,
etc
Manual spot checks and
editing
Workflow systems
Reusable electronic templates, etc
Data
Processing /
Analysis
Data entry
Quality control, Editing, etc
Analyze data using Tables,
charts, graphs
Largely manual
Use of simple productivity
tools like Excel
Computer systems
Specialized data analysis tools
Business intelligence systems
Centralized data processing
Relational Database Management Systems
(RDMS)
Report Writing Develop draft copy of the
report
Largely manual – using
Microsoft Word
Electronic
Report
Validation
Stakeholders to review and
validate draft report
Develop Zero Draft
Manual Workflow systems
Reusable templates
Provide for
Dissemination
Present report to users in
all possible formats –
hardcopies, soft copies,
web
Produced in hardcopies
and softcopies
Portal Technology with XML capabilities for
multi-channel delivery,
Email and other collaboration tools
Integration with all data producing agencies
Data
Archiving
Data banking and storage Manual record keeping
in Hardcopies
Electronic data storage and archiving
Disaster recovery systems
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Survey Planning
Use of digital (imagery and sketch) EA maps for: ◦ Scientific sample selection
◦ Monitoring of Enumerator
◦ Data validation and spot checking
24 February 2016 19
Planning : Conversion from Paper to Digital EA
0437
0438
0440
0439
0441
192
169
G.M
109107
U/C
U/C
U/C
U/C
Shop
004P/R/98
004P/R/180
004P/R/120
Kem Clinic
Coop Building
N.T.C Leaf Barn
N.T.C Leaf Barn
Bapt Gramm Schl
N.T.C Leaf barn
St. Thomas Church
Texaco Filling Station
24 February 2016 20
by State and Local Government in Nigeria
NATIONAL BUREAU OF STATISTICS,
Plot 762, Independence Avenue, CBD,ABUJA, http://www.nigerianstat.gov.ng
Niger
Borno
Yobe
Taraba
Bauchi
Oyo
Kogi
Kebbi
Kaduna
Kwara
Edo
Benue
Sokoto
ZamfaraKano
AdamawaPlateau
Jigawa
Delta
Katsina
Ogun Ondo
Nasarawa
Gombe
FCT
Rivers
Osun
Imo
Ekiti
Cross River
Bayelsa
Enugu
Abia
Ebonyi
Akwa Ibom
LagosAnambra
Abia Cross River Imo Lagos
Adamawa Delta Jigawa Nasarawa Rivers
Akwa Ibom Ebonyi Kaduna Niger Sokoto
Anambra Edo Kano Ogun Taraba
Bauchi Ekiti Katsina Ondo Yobe
Bayelsa Enugu Kebbi Osun Zamfara
Benue FCT Kogi Oyo
Borno Gombe Kwara Plateau
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Forms
24 February 2016 22
Product
24 February 2016 23
Mobile Data Collection
Handheld - Price Statistics GPS - Agric Census
Micro data Census & Survey GPS & Handheld
Computer
Macro data MDAs Administrative
Statistics
Automated Sector and State Statistical
databases
CAPI - Household Statistics
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Mobile data collection
Tablet
Other Smart
Phones
Overview CAPI Devices
A system of using a Computer Assisted Personal Interviewer Device to conduct survey.
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
How it works
• A developer creates an application to be used for data entry in the PC.
• The application is then deployed to a hand-held device.
• The device displays the questions on screen,
• The interviewer reads questions to the respondent, and then enters the respondent's answers.
• After completion the interviewer send the responses
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
• Data validation and accuracy;-
– Data validation is built into the software, which does not allow invalid values to be entered.
– Back-checks can be performed to ensure data accuracy.
• Data collection and Data Entry happen at the same time, and no separate Data Entry staff needs to be hired.
• Eliminates missing information
• Data can be scrutinized real time as the data is getting uploaded to the server.
• Shortens interviews (safe lots of good time).
• High data quality is guaranteed if managed properly
Why Digital Survey (CAPI)
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Costs balanced out by • Printing of only 10% of questionnaires • No field editors • No data entry • No computers required for data entry
Cost savings • If Tablets are re-used • Savings on secondary processing, data
editing
Why Digital Survey (CAPI) Contd.
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Laptops Mini Dedicated Server Tablet (Windows 7 or 8)
Accessories ◦ SD card ◦ Spare battery ◦ Case/Covers ◦ Screen protector ◦ Spare stylus ◦ Power Banks(1 per team) ◦ Mobile Sim Cards
Hardware Requirement.
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
CSPro (Census and Survey processing System):- For data capturing CSEntry
Licensed SPSS(Statistical Products and Services Solutions):- For Table generation and analysis
Licensed Dropbox:- For data transmission to Head office from the field
Licensed Antivirus:-For virus protection
IHSN (International Household Survey Network’s) Microdata Management Toolkit:- For data archiving.
Software requirement.
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Communication Methodology
Interviewer’sTablets
Dropbox
Interviewers
Cloud Assigned Interviews
Central Office PC
Supervisor’s Tablet
Wednesday, February 24, 2016
www.nigerianstat.gov.ng
Enumerators repeat
interviews if errors
are detected
Interviewers
synchronize their
devices and upload
completed
questionnaires
Supervisors monitor
the submissions
Questionnaires with
no errors are
uploaded to the
central server
Supervisors assign
households to
individual
interviewers
WiFi
Programmerrs design
questionnaires using
visual tools and
upload them to the
central server
Interviewers visit
households and
collect data
HQ distributes the
sample lists across
teams of enumerators
Internet
WiFi
Internet
PROCESS FLOW
HQ
Supervisor
Field
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data Management Development of a reliable database to
document and store all data for future access, analysis and mining .
Data Transmission an automated system that lets you manage, synchronize and share unlimited files and folders with Cloud storage with your trusted devices (i. e Laptops and tablets etc).
Data Management and Transmission
24 February 2016 34
Data Collection Using GPS/Hand Held Device : Agric Survey
Data Collection using Hand Held Device : Prices Survey
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data Integration: Develop a System of Data Integrating
36
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
MDAs Data: Automated Sector and State Statistical Databases
a compendium of statistical terms, concepts and definitions for harmonizing statistical production in all MDAs.
a Template to capture administrative data in all states of the federation for the production of National, Zonal and State Statistical Yearbooks (NSYB, ZSYB and SSYB).
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
MDAs On-line Data Capture Template
Sector Statistics Database Management System
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
24 February 2016 39
National Statistical Year Book Template
NSYB
NC
Zone
NW
Zone
SW
Zone SE
Zone
SS
Zone
NE
Zone
States
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
NSS connectivity
Nigerian Data Nervous System (NDNS)
NBS under NSDS has created
By bringing all data producer and user Agencies together through a Virtual Private Network (VPN) cloud
a
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Internet
Cloud Covering all Data
Producers, Data
Suppliers & Data Users
in Nigeria
The VPN Cloud Of the Nigerian Data Nervous Systems (NDNS)
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
NBS & 36 SSAs Plus FCT VPN Design
NBS HQ Abuja
AbiaA
dam
awaAkwa-Ib
omAnambra
Bauchi
Bayelsa
Benue
Borno
Cross - River
Delta
Ebonyi
Edo
Ekiti
Enugu
Gom
be Imo
Jigaw
a
Kaduna
Ka
no
Ka
tsin
a
Ke
bb
i
Ko
gi
Kw
ara
Lagos
Nasa
raw
aN
iger
Ogu
n
Ond
o
Osu
n
Oyo
Plateau
Rivers
Sokoto
Taraba
YobeZamfaraFCT Abuja
Active Sites In Progress To be Activated in 2014
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
NBS Federal MDAs VPN Design
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
.. an e-Statistics grid : MDA connection to NBS
SSA &
other
Connectio
ns
CPTC
CPTC
CPTC
CPTC
CPTC
CPTC
Codex
Modem
Codex
Modem
Cisco
2620
Router
Cisco
3640
Router
64kbps Fibre
Digital Subscriber
Line DSL
LAN
25
1
NBS Data
Center
MDAs
Remote Connectivity between NBS and SSAs
V-SAT connecting SSA in Niger State to NBS
V-SAT connecting NBS Hqrt to all SSAs
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
The Link between Data and Understanding
Tell how to go from data to assessment
Transform data into Information
Developing Tools for Data Analysis depends on Size of the data, mode of storage, the users need, level of details, and mode of dissemination
Data Analysis
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
DATA PROCESSING
CODING & EDITING
DATA ENTRY COMPUTER
EDITING & DATA VALIDATION
FREQ. TABLES & SAMPLE
ESTIMATES
STANDARD ERROR OF ESTIMATES
SYSTEM DESIGN & DEVELOPMENT
STATISTICAL TABLES
GENERATION
Stages before Data Analysis
Data Quality Checks
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Levels of analysis
48
Descriptive
simplest; present facts; summarization
Quantitative
Measures of central tendency ( Mean, Median, Mode)
Measures of dispersion (Range, Standard deviation)
Measures of association
Projection and forecasting
Spatial
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Some Visual Presentation of Analyzed Data
49
Types:
Tables
Charts
Plots
Maps
etc
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Some Available Data Analysis Software
There are many Statistical Analysis Packages available today,
From simple to complex and robust
analysis
SPSS, SAS, STATA, Statgpahics, E-view, Shazam etc.
ArcGIS, Geomedia, etc for raster / vector data and Spatial Analysis
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Data storage is the holding of data in an electromagnetic form for access by a computer processor.
Data Storage - consideration for ICT data collection
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
There are three main levels
of storage: ◦ Primary storage -RAM and
other memory devices that are built into computers.
◦ Secondary storage - external storage devices such as hard disks, tapes, CD's.
◦ Tertiary Storage – removable Cloud
Data Storage
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Flat file
Simple database
Relational database
Object oriented
Hierarchical
Network
Data bank/warehouse
More than 100 top DBM software
Database for data Management
Dabases
SQL
Oracle
CSV/xls
XML
etc
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Example of Existing databases
DHIS 2: Health Information System DHIS 2 is National District Health Information systems for data collection, management and analysis purposes, for health program monitoring and evaluation .. Education Management Information System is an information system with the main purpose of providing information which is used for improving the management of education at all levels. The value of information for management purposes is increasingly recognized in the business environment and by government bodies. What is a Human Resources Information System (HRIS)? A HRIS, or Human Resource Information System, is a software solution for small to mid-sized businesses to help automate and manage their HR, payroll, management and accounting activities. SSYB – State Statistical Year Book a Template to capture administrative data in all states of the federation for the production of National, Zonal and State Statistical Yearbooks (NSYB, ZSYB and SSYB DevInfo – A database system developed by UNICEF for capturing information on children and women at various level of government.
Biyi Fafunmi Head, Info & Comm. Tech Dept, , NBS, Nigeria
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Humanware
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Users Consideration: Develop Strategy for Dissemination to meet users’ need
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
To meet different user’s need, we disseminate in various forms
Hard Copy – Publications (Annual,
Quarterly, Monthly reports, Flyers, Fact sheets, Brochures etc)
Offline Access – Data shop
Soft copy ◦ Drives ◦ Tapes ◦ Databases
Online (web 2.0 – XML, SDMX) ◦ Email: [email protected] ◦ web : http://www.yourdomain.gov.ng ◦ Social Network & RSS feed
Major Platform for Dissemination
Media
DataBases online
Printed Publications
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Use of Web Portal for Data Dissemination
NBS www.nigerianstat.gov.ng
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Example of Data Portal
NigeriaInfo
NigeriaInfo
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Microdata Access Dissemination
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Conclusion: A Typical 21st Century DCMS
Database1
Database2
Database3
Database MIS
Data Supplier
Data Supplier Data Supplier
Data Supplier
Reports
Data Collectors
The use of ICT in Data Collection, Analysis, Management and Dissemination, Feb. 24-25, 2016
Biyi Fafunmi Head, Info & Comm. Tech Dept, NBS, Nigeria
Thank you for your attention