hrough the RIA ICT Household and Individual Access and Use Surveys, the digital divide is analysed not only by using narrow supply-side indicators, or at the level of purely descriptive quantitative data, but also through the impact of gender, location (i.e. urban/rural), and age on social and economic outcomes in relation to areas other than ICT. RIA’s studies on ICT access and use move beyond the issue of physical access to the infrastructure to the increasingly critical issue of ICT use as well as the factors that enable and or constrain use. The factors that determine individuals’ abilities to optimally use such potentially enabling technologies are also studied.
Coronavirus Effect of Chinese Consumer Behavior Report by daxue consultingDaxue Consulting
How the Coronavirus changes Chinese consumer behavior? We observed the Chinese consumer behavior during the Coronavirus and witnessed a radical shift from brick and mortar physical services towards online services in China. What did Chinese consumers buy the most during the epidemic? Where did Chinese consumers shop during the epidemic? How did Chinese consumers entertain themselves at home? Will the consumption boom after COVID-19?
A comprehensive report on the coronavirus effect of Chinese consumer behavior is offered by daxue consulting - strategic market research firm.
mRelief social service delivery website and SMS applicationsariyie
mRelief is an open source, user-facing web and SMS application, dedicated to empowering people in need of social services with technology that helps them easily access government and local resources. Hosted by our fiscal sponsor, Good City and seed funded by the Smart Chicago Collaborative, our initial prototype can be found at www.mrelief.com.
Discover how data analysis has been used to help identify and track troubled families, in particular within a context of ever changing family environments and the need for evidence to justify payments by results, which the Aspirational Families programme achieved a 100% target for.
Professor George Crooks - ECO 19: Care closer to homeInnovation Agency
Presentation by Professor George Crooks, Chief Executive Officer, The Digital Health and Care Innovation Centre at ECO 19: Care closer to home on Tuesday 9 July at Deepdale Stadium.
Usability Lessons From National Healthcare AppsCyber-Duck
From our webinar, The Good, The Bad & The Ugly - Usability Lessons From National Healthcare Apps.
Discover our presentation for World Usability Day, as we shine a light on the impact of digitalisation on public health services, specifically through the lens of delivering great user experiences and better patient care with healthcare apps.
Coronavirus Effect of Chinese Consumer Behavior by daxue consultingDaxue Consulting
How the Coronavirus changes Chinese consumer behavior? We observed the Chinese consumer behavior during the Coronavirus and witnessed a radical shift from brick and mortar physical services towards online services in China. What did Chinese consumers buy the most during the epidemic? Where did Chinese consumers shop during the epidemic? How did Chinese consumers entertain themselves at home? Will the consumption boom after COVID-19?
A comprehensive report on the coronavirus effect of Chinese consumer behavior is offered by daxue consulting
Addressing poverty with integrated national data system sola bickerstethSola Bickersteth
With the release of the World Bank Development Report 2021 – Data for better lives. The Nigerian economy can be substantially improved by deliberately and successfully deploying an Integrated National Data System as detailed in the report.
For a country with such a wide array of untapped natural and human resources, there are substantial gains that can be achieved as well as the potential to also trigger by extension. the growth of the African economy in general.
This artefact is designed to galvanize the interest of the leadership of the various stakeholders both in the public and private sector and encourage them to take specific action for Nigeria towards implementing an Integrated National Data System.
Digital governance or e-Governance can be defined as the use of information and communication technology by the government to provide the quality information and services to citizens, businesses, voluntary organizations, and other government agencies in an efficient, cost-effective, and convenient manner and to bring transparency, accountability in government functioning to strengthen democracy.
Digital India is a campaign launched by the Government of India to ensure that Government services are made available to citizens electronically by improving online infrastructure and by increasing Internet connectivity or by making the country digitally empowered in the field of technology. Digital India was launched by Shri Narendra Modi, Prime Minister on 2nd July 2015 with an objective of connecting rural areas with high-speed Internet networks and improving digital literacy i.e. the knowledge, skills, and behaviors used in a broad range of digital devices such as smart phones, tablets, laptops and desktop PCs, all of which are seen as network rather than computing devices. The Digital India Programme aims to transform India into a digitally empowered society and knowledge economy by leveraging IT as a growth engine of new India. Even though India is known as a powerhouse of software, the availability of electronic government services to citizens is still comparatively low. The National e- Governance Plan approved in 2006 has made a steady progress through Mission Mode Projects and Core ICT Infrastructure, but greater thrust is required to ensure effective progress in electronics manufacturing and e-Governance in the country. The Vision of Digital India is a power to empower citizens through digital literacy provides the intensified impetus to develop India for a knowledgeable future by developing central technology for allowing revolution which covers many departments under one umbrella programme. This paper is an attempt to study mainly opportunities, impact and challenges of vision of digital India.
Join KPMG as the review the fourth iteration of the Consumers and Convergence study in the past five years. Gain a better understating of consumer trends related to mobile technology including: technology used, security and payment, mobile payments, mobile banking and cloud computing.
Coronavirus Effect of Chinese Consumer Behavior Report by daxue consultingDaxue Consulting
How the Coronavirus changes Chinese consumer behavior? We observed the Chinese consumer behavior during the Coronavirus and witnessed a radical shift from brick and mortar physical services towards online services in China. What did Chinese consumers buy the most during the epidemic? Where did Chinese consumers shop during the epidemic? How did Chinese consumers entertain themselves at home? Will the consumption boom after COVID-19?
A comprehensive report on the coronavirus effect of Chinese consumer behavior is offered by daxue consulting - strategic market research firm.
mRelief social service delivery website and SMS applicationsariyie
mRelief is an open source, user-facing web and SMS application, dedicated to empowering people in need of social services with technology that helps them easily access government and local resources. Hosted by our fiscal sponsor, Good City and seed funded by the Smart Chicago Collaborative, our initial prototype can be found at www.mrelief.com.
Discover how data analysis has been used to help identify and track troubled families, in particular within a context of ever changing family environments and the need for evidence to justify payments by results, which the Aspirational Families programme achieved a 100% target for.
Professor George Crooks - ECO 19: Care closer to homeInnovation Agency
Presentation by Professor George Crooks, Chief Executive Officer, The Digital Health and Care Innovation Centre at ECO 19: Care closer to home on Tuesday 9 July at Deepdale Stadium.
Usability Lessons From National Healthcare AppsCyber-Duck
From our webinar, The Good, The Bad & The Ugly - Usability Lessons From National Healthcare Apps.
Discover our presentation for World Usability Day, as we shine a light on the impact of digitalisation on public health services, specifically through the lens of delivering great user experiences and better patient care with healthcare apps.
Coronavirus Effect of Chinese Consumer Behavior by daxue consultingDaxue Consulting
How the Coronavirus changes Chinese consumer behavior? We observed the Chinese consumer behavior during the Coronavirus and witnessed a radical shift from brick and mortar physical services towards online services in China. What did Chinese consumers buy the most during the epidemic? Where did Chinese consumers shop during the epidemic? How did Chinese consumers entertain themselves at home? Will the consumption boom after COVID-19?
A comprehensive report on the coronavirus effect of Chinese consumer behavior is offered by daxue consulting
Addressing poverty with integrated national data system sola bickerstethSola Bickersteth
With the release of the World Bank Development Report 2021 – Data for better lives. The Nigerian economy can be substantially improved by deliberately and successfully deploying an Integrated National Data System as detailed in the report.
For a country with such a wide array of untapped natural and human resources, there are substantial gains that can be achieved as well as the potential to also trigger by extension. the growth of the African economy in general.
This artefact is designed to galvanize the interest of the leadership of the various stakeholders both in the public and private sector and encourage them to take specific action for Nigeria towards implementing an Integrated National Data System.
Digital governance or e-Governance can be defined as the use of information and communication technology by the government to provide the quality information and services to citizens, businesses, voluntary organizations, and other government agencies in an efficient, cost-effective, and convenient manner and to bring transparency, accountability in government functioning to strengthen democracy.
Digital India is a campaign launched by the Government of India to ensure that Government services are made available to citizens electronically by improving online infrastructure and by increasing Internet connectivity or by making the country digitally empowered in the field of technology. Digital India was launched by Shri Narendra Modi, Prime Minister on 2nd July 2015 with an objective of connecting rural areas with high-speed Internet networks and improving digital literacy i.e. the knowledge, skills, and behaviors used in a broad range of digital devices such as smart phones, tablets, laptops and desktop PCs, all of which are seen as network rather than computing devices. The Digital India Programme aims to transform India into a digitally empowered society and knowledge economy by leveraging IT as a growth engine of new India. Even though India is known as a powerhouse of software, the availability of electronic government services to citizens is still comparatively low. The National e- Governance Plan approved in 2006 has made a steady progress through Mission Mode Projects and Core ICT Infrastructure, but greater thrust is required to ensure effective progress in electronics manufacturing and e-Governance in the country. The Vision of Digital India is a power to empower citizens through digital literacy provides the intensified impetus to develop India for a knowledgeable future by developing central technology for allowing revolution which covers many departments under one umbrella programme. This paper is an attempt to study mainly opportunities, impact and challenges of vision of digital India.
Join KPMG as the review the fourth iteration of the Consumers and Convergence study in the past five years. Gain a better understating of consumer trends related to mobile technology including: technology used, security and payment, mobile payments, mobile banking and cloud computing.
Internet development in Africa: a content use, hosting and distribution persp...AFRINIC
With increasing demand for videos, streaming media, and for services such as cloud computing in Africa, broadband performance, and specifically how users experience performance, becomes increasingly important. In order to meet a growing demand for digital content, mobile operators across the continent have extensively invested in increasing capacity by investing in undersea cables, as well as in terrestrial fibre networks. Mobile
LTE networks provision is expanding as well but remains insufficient to cover remote and rural areas.
Insight Into Africa’s Country-level LatenciesAFRINIC
This paper provides insight into the effects of cross-border infrastructure and logical interconnections in Africa on both intra-country and cross-border latency on end-to-end Internet paths, by comparing Internet performance measurements between different countries. We collected ICMP pings between countries using Speedchecker and applied a community detection algorithm to group countries based on round-trip times (RTTs) between countries. We observed three main latency clusters: East and Southern Africa; North Africa; and West and Central Africa. An interesting observation is that these clusters largely correspond to countries that share the same official languages or past colonial history. The cluster in Eastern and Southern Africa is the most strongly clustered: these countries have the lowest inter-country latency values. We also found that some countries have a much higher intra-country latency than expected, pointing to the lack of local peering or physical infrastructure within the country itself.
This finding underscores the importance of physical networking
infrastructure deployment and inter-network relationships at a
country and regional level.
Deep Diving into Africa’s Inter-Country LatenciesAFRINIC
The Internet in Africa is evolving rapidly, yet remains significantly behind other regions in terms of performance and ubiquity of access. This clearly has negative consequences for the residents of Africa but also has implications for organisations designing
future networked technologies that might see deployment in the region. This paper presents a measurement campaign methodology to explore the current state of the African Internet. Using vantage points across the continent, we perform the first large-scale mapping of inter-country delays in Africa. Our analysis reveals a number of clusters, where countries have built up low delay interconnectivity, dispelling the myth that intra-communications in Africa are universally poor. Unfortunately, this does not extend to the remainder of the continent, which typically suffers from excessively high delays, often exceeding 300ms. We find that in many cases it is faster to reach European or North American networks than those in other regions of Africa. By mapping the internetwork topology, we identify a number of shortcomings in the infrastructure, most notably an excessive reliance on intercontinental transit providers.
Studying performance barriers to cloud services in Africa's public sectorAFRINIC
Cloud computing allows individuals and organisations to remotely lease storage and computation resources as needed. For such
remote access to computational resources to work efciently, there is need for well-developed Internet infrastructure to support reliable and low-delay delivery of trac. By carrying out the month-long Internet measurement campaign, this paper investigates the hosting situation and latencies in the public sector of ve African countries. Results of the study show that a large percentage of the public sector websites across the countries are hosted in cloud-based infrastructure and are physically located in America and Europe. Analysis of delays shows signicant diferences between local and remotely hosted websites, and that latencies are signficantly lower for countries that host CDN nodes. The results also suggest higher delays for local websites that are accessed circuitously.
Africa has the lowest rate of Internet penetration in the world. This is set to change with Africa predicted to be a major driving force in expanding global uptake. Despite this, recent studies have observed generally poor Internet performance on the continent. This paper presents a large-scale measurement study of the African Internet. It focusses on mapping the performance and topological characteristics of intra-Africa connectivity. Our analysis discovers a series of "communities", in which countries have built up low delay interconnectivity, dispelling the myth that intra delays in Africa are universally poor. Unfortunately, this does not extend to the remainder of the continent, which typically suffers from excessively high intercountry delays, often exceeding 300ms. To explain this, we explore the intra-continental topology to discover a number of shortcomings, most notably an excessive reliance on international transit providers rather than local peering.
Tampering With the Open Internet: Experiences From AfricaAFRINIC
The talk explores the ways, explicit and covert, in which states and private operators hinder the free flow of internet traffic. The security and privacy implications of such tampering numerous, but could intermediaries in Africa play a more proactive role to minimise threats to an open internet? This talk also notes how practices such as surveillance and censorship affect civic engagement, and, as food for thought, poses the question of how the economic and social impacts of internet traffic tampering in Africa countries should be accurately measured.
Assessing Internet Freedom and the Digital ResilienceAFRINIC
Since December 2016, CIPIT, a research centre at Strathmore Law School in partnership with Small Media, a research and advocacy organization based in London, UK , has been running network measurements to investigate the relationship between physical internet infrastructure ownership and internet freedom in Burundi, Rwanda, Uganda and Tanzania. Physical internet infrastructure is used here to mean the networking layer of the internet connecting end users to the global ecosystem from national gateways, exchange points and service providers.
Measuring quality of Internet links in NRENsAFRINIC
This talk focuses on the deployment of perfSONAR at KENET as well as bottlenecks to watch out for when specifying hardware for Internet measurements. In addition, the presentation also delves into ways in which the infrastructure at KENET is utilized for end-to-end network performance measurements for collaborating researchers and faculty in Kenya and other collaborating institutions in other countries.
State of Internet measurement Infrastructure/tools in AfricaAFRINIC
The presentation will aim to highlight the state of the measurements infrastructure in Africa, with the view of devising strategies for increasing the availability and capabilities of the available tools and vantage points. Topics such as how tackle the question of how to increase the footprint and diversity of vantage points (probes and measurement anchors), as well as how to leverage mobile devices for Internet measurements will be discussed.
The RIPE Atlas team released a new online tool that helps to make sense of trace routes that are generated by RIPE Atlas. Use this tool to optimize your routing and debug network problems.
Measuring the complexity of the Internet: indexes and indicatorsAFRINIC
Measuring internet development in order to achieve better connectivity and resulting socio-economic development goals is a challenge and a necessity to ascertain progress made in terms of ICT sector development and socio-economic growth. Many intergovernmental, governments, non-profit and private organisations have sought to tackle the challenge through setting targets, defining indicators, and applying research methods to measure progress. Nevertheless, ambitious goals and targets relate mostly to the achievement or improvement of physical connectivity to ICT, while as more and more people get connected to the internet, the attainment of users' digital rights including capabilities and liberties will need to be measured as well and will need to be included in policy objectives on ICT development.
The secret way to sell pi coins effortlessly.DOT TECH
Well as we all know pi isn't launched yet. But you can still sell your pi coins effortlessly because some whales in China are interested in holding massive pi coins. And they are willing to pay good money for it. If you are interested in selling I will leave a contact for you. Just telegram this number below. I sold about 3000 pi coins to him and he paid me immediately.
Telegram: @Pi_vendor_247
how to sell pi coins at high rate quickly.DOT TECH
Where can I sell my pi coins at a high rate.
Pi is not launched yet on any exchange. But one can easily sell his or her pi coins to investors who want to hold pi till mainnet launch.
This means crypto whales want to hold pi. And you can get a good rate for selling pi to them. I will leave the telegram contact of my personal pi vendor below.
A vendor is someone who buys from a miner and resell it to a holder or crypto whale.
Here is the telegram contact of my vendor:
@Pi_vendor_247
what is the best method to sell pi coins in 2024DOT TECH
The best way to sell your pi coins safely is trading with an exchange..but since pi is not launched in any exchange, and second option is through a VERIFIED pi merchant.
Who is a pi merchant?
A pi merchant is someone who buys pi coins from miners and pioneers and resell them to Investors looking forward to hold massive amounts before mainnet launch in 2026.
I will leave the telegram contact of my personal pi merchant to trade pi coins with.
@Pi_vendor_247
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how can I sell pi coins after successfully completing KYCDOT TECH
Pi coins is not launched yet in any exchange 💱 this means it's not swappable, the current pi displaying on coin market cap is the iou version of pi. And you can learn all about that on my previous post.
RIGHT NOW THE ONLY WAY you can sell pi coins is through verified pi merchants. A pi merchant is someone who buys pi coins and resell them to exchanges and crypto whales. Looking forward to hold massive quantities of pi coins before the mainnet launch.
This is because pi network is not doing any pre-sale or ico offerings, the only way to get my coins is from buying from miners. So a merchant facilitates the transactions between the miners and these exchanges holding pi.
I and my friends has sold more than 6000 pi coins successfully with this method. I will be happy to share the contact of my personal pi merchant. The one i trade with, if you have your own merchant you can trade with them. For those who are new.
Message: @Pi_vendor_247 on telegram.
I wouldn't advise you selling all percentage of the pi coins. Leave at least a before so its a win win during open mainnet. Have a nice day pioneers ♥️
#kyc #mainnet #picoins #pi #sellpi #piwallet
#pinetwork
Introduction to Indian Financial System ()Avanish Goel
The financial system of a country is an important tool for economic development of the country, as it helps in creation of wealth by linking savings with investments.
It facilitates the flow of funds form the households (savers) to business firms (investors) to aid in wealth creation and development of both the parties
Resume
• Real GDP growth slowed down due to problems with access to electricity caused by the destruction of manoeuvrable electricity generation by Russian drones and missiles.
• Exports and imports continued growing due to better logistics through the Ukrainian sea corridor and road. Polish farmers and drivers stopped blocking borders at the end of April.
• In April, both the Tax and Customs Services over-executed the revenue plan. Moreover, the NBU transferred twice the planned profit to the budget.
• The European side approved the Ukraine Plan, which the government adopted to determine indicators for the Ukraine Facility. That approval will allow Ukraine to receive a EUR 1.9 bn loan from the EU in May. At the same time, the EU provided Ukraine with a EUR 1.5 bn loan in April, as the government fulfilled five indicators under the Ukraine Plan.
• The USA has finally approved an aid package for Ukraine, which includes USD 7.8 bn of budget support; however, the conditions and timing of the assistance are still unknown.
• As in March, annual consumer inflation amounted to 3.2% yoy in April.
• At the April monetary policy meeting, the NBU again reduced the key policy rate from 14.5% to 13.5% per annum.
• Over the past four weeks, the hryvnia exchange rate has stabilized in the UAH 39-40 per USD range.
Currently pi network is not tradable on binance or any other exchange because we are still in the enclosed mainnet.
Right now the only way to sell pi coins is by trading with a verified merchant.
What is a pi merchant?
A pi merchant is someone verified by pi network team and allowed to barter pi coins for goods and services.
Since pi network is not doing any pre-sale The only way exchanges like binance/huobi or crypto whales can get pi is by buying from miners. And a merchant stands in between the exchanges and the miners.
I will leave the telegram contact of my personal pi merchant. I and my friends has traded more than 6000pi coins successfully
Tele-gram
@Pi_vendor_247
how can i use my minded pi coins I need some funds.DOT TECH
If you are interested in selling your pi coins, i have a verified pi merchant, who buys pi coins and resell them to exchanges looking forward to hold till mainnet launch.
Because the core team has announced that pi network will not be doing any pre-sale. The only way exchanges like huobi, bitmart and hotbit can get pi is by buying from miners.
Now a merchant stands in between these exchanges and the miners. As a link to make transactions smooth. Because right now in the enclosed mainnet you can't sell pi coins your self. You need the help of a merchant,
i will leave the telegram contact of my personal pi merchant below. 👇 I and my friends has traded more than 3000pi coins with him successfully.
@Pi_vendor_247
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
2. Introduction
Growing demand for data and analysis across Africa
RIA has undertaken nationally representative surveys
at household, individual & informal business levels to
meet this demand
Conducted in 2004, 2005, 2007/8, 2011/12. New
round in 2017
Resulted in evidence based analysis to inform policy
Countries surveyed have reduced from 20 in 2004 to
12 in 2011/12. 12 again this round
Importance of qualitative and quantitative data
Affordability is key - especially in Africa
Start with the methodology
2
3. Introduction
The RIA Survey delivers all indicators required by the Partnership for
Measuring ICTs for household, individuals, businesses and
institutions. The household, individual, business and institutional iCT
indicators will be complemented by various aspects with relevance
for policy makers and regulators:
• Untapped demand: willingness and ability to pay for services of
non-users
• Income elasticity of demand of users
• Multiple SIM card ownership
• Internet adoption: with focus on mobile internet and social media
• Mobile transfer adoption and m-banking
• Employment generation and GDP contribution of SMEs
• ICT access and usage of informal operators (individuals trading
without physical presence and any form of registration).
3
6. Survey Characteristics
6
Survey Summary Household & Individuals Businesses
Target Population
All households
individuals 15+
All businesses
Domains 1 i.e. national level
Tabulation groups Urban, Rural National
Oversampling Urban 60% Rural 40%
Clustering Enumerator Areas (EA) national Census
None Response Random substitution
Sample Frame Census sample from NSO
Confidence Level 95% 95%
Design Factor 2 1
Absolute precision 5% 5%
Population Proportion 0.5 for maximum sample size
Minimum Sample Size 768 384
7. Survey Definitions
7
Survey Definitions
Household
Constitutes a person or group of persons, irrespective of familial relation, who
normally live together in the same housing unit or group of housing units and
have common cooking arrangements.
Head of
household
A head of a household is a person who economically supports or manages the
household or, for reasons of age or respect, is considered as head by members
of the household, or declares him-/herself as the head of a household.
Member of a
household
All persons who lived and ate with the household for at least six months
including those who were not within the household at the time of the survey and
were expected to be absent from the household for less than six months.
All guests and visitors who ate and stayed with the household for six months
and more.
Housemaids, guards, baby-sitters, etc. who lived and ate with the household,
even for less than six months.
Businesses Any business with a physical presence in the EA, the intent to make a profit
8. 2012 Country Sample sizes
8
Targeted and actual sample
size
HH Sample Business Sample
Target Actual Target Actual
Botswana 900 919 400 386
Cameroon 1 200 1 199 500 520
Ethiopia 1 600 1 608 600 841
Ghana 1 200 1 203 500 500
Kenya 1 200 1 239 500 513
Mozambique 1 200 1 199 500 495
Namibia 900 967 400 374
Nigeria 1 600 1 552 600 554
Rwanda 1 200 1 200 500 640
South Africa 1 600 1 589 600 627
Tanzania 1 200 1 201 500 491
Uganda 1 200 1 200 500 500
Total 14 100 14 157 5 700 6 055
9. Emerging issues
Government provision of e-services/e-participation
Freedom of expression, Privacy, Cyber Security
Extent of ICT use
Use of ICT for Micro-work
Digital content production
Impact assessment
Pricing/Affordability
9
11. Household Indicators
Household access to ICT devices (including radio, TV)
Household Internet Access (type of access, number
of users)
Barriers to household internet access
Household expenditure on internet
11
12. Individual characteristics
Demographic & other information:
gender
age,
education
labour force status
income
literacy levels
language
Other ICT uses:
mobile money; public phones; computers
12
13. Mobile Phones
Ownership -
type of phone; expenditure (data vs voice)
Use -
moving beyond the multiple responses
No mobile phone -
barriers, use, SIM card ownership,
willingness to pay**
13
14. Internet
Use - why internet was first used; where internet was first
used; frequency of use; content;
Access - institutions of learning, public places etc.
Limitations (users)
Social Networks - type of activities performed;
Use of the internet by type of activity - an indication of
demand for online services & applications; sophistication of
internet use; level of ICT skills;
Freedom of Expression, Privacy & Cyber Security;
No Internet Use - reasons; interest & willingness to use the
internet;
14
16. Pricing/Affordability
Willingness to pay
users and non-users
income categories
16
Capabilities
Assessing the capabilities of individuals in using ICTs
Introduced in the Western cape survey
A means to assessing impact/effects of access to ICTs
31. Conclusion
It is not as exorbitantly expensive as one may
anticipate
Social research is necessary to understand
beyond access issues
Need to conduct longitudinal studies for impact
analysis