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ICTs and Development
Lecture 1:
Roles of ICTs
Topic: ICT Initiatives in Agriculture for Africa
Happiness Mkumbo
Introduction
• In Africa, agricultural economy provides more than 30 to 40% of
the continent’s gross domestic product and employs more than
60-75% of the working class(WorldBank,2017).
• Unfortunately, Africa’s agriculture sector is hurting because
environmental challenges have affected the continent’s weather
patterns and temperatures, making farming extremely difficult.
Outdated practices also hold Africa back, such as planting
based on the moon phases, which further affects productivity
Introduction(1/2)
• Information communication and Technology is the driver which can speed
up the attaining of 17 United nation Sustainable goals particularly goal
number two (2) zero hunger. By making agricultural practices more data-
driven and efficient, ICT-enabled solutions can help farmers increase crop
yields while reducing their use of energy.
• ICT innovation in agriculture can promote access to information such as
climatic weather information, Agronomy tips, crop information and market
data to small scale farmers.
• According to research done by IBM ,90% of all crop losses are due to
weather. This crop damage could be reduced by 25% using predictive
weather modeling and precision agriculture techniques.
Introduction (1/3)
According to World bank group the priority areas for digital
solutions that can transform agriculture in Africa includes:
 Agricultural Extension and Technology Transfer
oIn 2019, the ratio of extension officers to famers in Nigeria was
1: 7500 (which is the lowest in Africa).In Tanzania 1:1172 and
1:500 for crops and livestock farmers respectively[2]. The
lower this ratio, the better access farmers have to expert
information and advice on how to access and use improved
seed and other relevant agricultural technologies,”
oDigital solution platforms can reach many farmers easier than
extension officers.
The role of ICTs in the agricultural sector(1)
• ICTs improve access to financial services to small holder farmers
oA good example is the use of mobile money through M-Pesa in
Kenya, where studies have shown that households with access to
mobile money are better able to manage negative livelihood shocks
such as job losses, death of livestock, or problems with harvests .
oInsurance, credit and savings services are also being developed
based on the mature mobile money systems in Africa. Kilimo
Salama is a micro- insurance product that uses M-Pesa to provide
payouts to smallholder farmers where crops fail
The role of ICTs in the agricultural sector(1/2)
o FarmDrive: Connects smallholder farmers to
loans and financial management tools through
mobile phones. By keeping records of farmers’
expenses, revenues, and yields, FarmDrive
derisks the farmers. Farmers can apply for a
loan. Based on the farmers’ track record they can
get loan approvals and receive loans via M-
PESA. FarmDrive’s alternative credit scoring
model based on individual, social, agronomic,
environmental, economic and satellite data,
ensures financial inclusion for the
disenfranchised women that make up 60% of
African smallholder farmers.
Source: https://farmdrive.co.ke
The role of ICTs in the agricultural sector(1/3)
• ICTs help extension workers and researchers to adopt improved
agricultural practices and disseminate them to farmers.
They provide agricultural information that is relevant to farmers such as
agricultural techniques, commodity prices, and weather forecasts to
farmers.
Example Tigo- Kilimo is a mobile agricultural value-added service
developed by mobile network operator, Tigo Tanzania . Tigo Kilimo
offers an advisory service for smallholder farmers in Tanzania related to
crops, weather and market price information via mobile phones.
Customers access the service via the USSD1 channel which is
available on any mobile phone. The service also enables peer-to-peer
communications between farmers via a chat function
The role of ICTs in the agricultural sector(1/4)
• The utilization of ICTs, especially mobile technologies, helps
agricultural producers, who are often unaware of commodity prices
in adjacent markets and rely on information from traders in
determining when, where, or for how much to sell their produce, to
have relevant and timely information to this regard.
oDelays in obtaining this information or its misinterpretation by middle
traders has serious consequences for agricultural producers, leading
to charging low prices or high/low produce supply in the markets.
Also, relying on traders or agents creates rent seeking opportunities,
adding to the agricultural workers’ cost of doing business
The role of ICTs in the agricultural sector(1/5)
• Mobile phones have had some dramatic effects, particularly in
rural Africa, for example the utilization of e-Soko in Rwanda
Farmers can compare market prices for the grain they produce
and fishermen are able to sell their catch every day and reduce
spoilage and waste by locating customers
The role of ICTs in the agricultural sector(1/6)
• The M-Farm solution was developed based on the marketing
challenges of rural farmers in Kenya. Smallholder farmers unaware
of the market of the various commodities, produce in excess and are
faced with the problem of getting the worth of their produce.
• Poor information on farm inputs and lack of access to these inputs
such as fertilizer, seed, agrochemicals and other equipments are
huge obstacles to increasing farmers’ productivity.
• The inability of the farmers to transport their produce to regional
markets after harvesting also leads to the exploitation by middlemen
who offer insufficient prices for the produce, and even delay
payments for the commodities.
The role of ICTs in the agricultural sector(1/7)
• Risk Management
ICT enabled weather modeling and prediction solutions particularly
AI’s one provide real time advice to governments and individual
farmers to take decisions on drought, climate shocks, pest
incidence thereby control the risks to crop production.
For example :-In house Ag Observatory using satellite and other
big data to provide real time advice to governments and take
decisions on drought, climate shocks, pest incidence etc. Example
a Pilot in Kenya to launch a country pilot.
The WBG Ag Observatory
“Big Data + Artificial Intelligence + Machine Learning”
Field
Satellite Radar
Ground Radar
Ground
Weather
Station
• 1.5 million Virtual Met Stations
• Every 9 km across the terrestrial
surface of the earth
• 7 billion data points updated
every 6 hours
Source: (WBG, 2018)
Providing agricultural intelligence for the World Bank Group and Partners
126.867 “Virtual Weather Stations” (VWS) – Africa has less than 300 GWS that report to WMO (WBG, 2018)
Ag Observatory Real Time Analysis: No Mega Drought But Several Pocket Droughts
Pocket Drought: current
rainfall far below normal
The actual situation (below) shows the extreme variability that is more
and more the normal
The role of ICTs in the agricultural sector(1/7)
 Environmental Land Use
Monitoring
The use of GIS in agriculture is
all about analyzing the land,
visualizing field data on a map,
and putting those data to work.
Powered by GIS, precision
farming enables informed
decisions and actions through
which farmers get the most out
of each acre without damaging
the environment[3]
Source: (Nesta,2018)
icow: A text message and voice-based mobile
phone application for small-scale dairy farmers in
Kenya.
Developed to solve the problem of permanent
access to verified agricultural content.
The app prompts farmers on vital days of cows
gestation period; helps farmers find the nearest vet
and AI(artificial Insemination)providers; collects
and stores farmer milk and breeding records and
sends farmers best dairy practices.
In Kenya and Tanzania it is available in English and
Kiswahili, in Ethiopia in Oromiffo, Amharic and
Tigringnia.
Source: www.icow.co.ke
Weed-killing AI robot by
ecoRobotix’s : can tell crops
apart - have the potential to
disrupt the multibillion dollar
pesticides business. Solar-
powered and can kill weeds for
12 hours straight without an
operator at the helm. EcoRobotix
uses 20 times less herbicide
than traditional methods that
spray entire fields
Source: (Utstumo etal,2018)
Findings
• Different studies shows that the is increase in mobile-based services
innovations which are regarded as most affordable ICT solution to help
smallholder farmers in African rural communities.
• Applications and services on mobile phones allow farmers to access
extension-advisory services such as weather and market price information.
• The use of radios is still widely used in disseminating agriculture
information to rural farmers.
• Convergence of BroadBand and Mobile Communication to Rural areas
where farming is done, which improves communication and access to
mobile money
• Use of drones and GIS based solution in securing land tenures, and
precision agriculture
Findings(2)
• Several challenges that were found to impede the adoption of ICT
include
oPoor technological infrastructure within the continent.
Since agriculture is predominantly done in rural communities .Most
rural communities in Africa is characterized by poor road network,
no access to electricity, and poor network connectivity. With the
majority of the farming population living in rural communities, the
absence of these technological infrastructure poses a barrier to ICT
adoption.
Findings(3)
oLow capacity
farmers are unable to afford the cost of servicing mobile phones
and paying for extension advisory services rendered by ICT
innovators because of their low standard of living. Also, studies 16
and 23 highlights the role of gender in ICT adoption. According to
the studies, women are not equally able to access and use ICTs
due to their unequal access to opportunities such as income and
education.
Findings(3)
• Poor policy environment
• According to the studies, poor prioritization of ICT initiatives, weak
monitoring, poor implementation and integration of ICTs within the
sector are due to poor ICT policies. This affects the adoption of
ICT in agriculture, especially those targeting rural communities
and rural development.
• Also, the adoption of ICT is constrained by uncoordinated and
scattered ICT initiatives
Findings(4)
• Inefficiencies in agriculture institutions
oICT adoption is hindered by inefficiency in agricultural research
institutions in Africa.
oDiversity among agriculture stakeholders, lack of commitment and
accountability of policymakers and agriculture experts, and lack of
incentives to undertake ground-breaking ICT research affect the
effective adoption of ICTs.
oWeak institutions, lack of information sharing, and lack of
awareness of existing ICT facilities and resources affect ICT
adoption
Recommendation
• Establish an agricultural hub
oLeadership, communication and creative thinking are required to
initiate and sustain agriculture projects that will have a significant
impact.
oA purpose-built Designed to be non-bureaucratic and nimble, an
agricultural hub would drive agricultural diversification, and mega
projects including agriculture projects, and initiate and coordinate
Recommendation
Build human capacity in rural communities
oRural communities urgently need basic education opportunities,
including basic farming skills and business management skills.
Complete reliance on e-Education is not recommended in
communities made up primarily of smallholders or subsistence
farmers but the internet can be a very valuable resource for the
teachers who provide classroom tuition.
Recommendation
Empower women in agriculture
oIn Africa, women perform 65 percent of all activities within the
agricultural sector.
oNot only do these women often have little access to finance, but also
they have little free time to devote to their own interests or to rest
and are physically at a disadvantage.
o Women in rural communities, and particularly those moving from
subsistence farming to small-scale farming, can benefit greatly from
ICT as these can save time and physical effort and equal access can be
monitored.
Conclusion(1)
oDespite the significant benefits, ICT services have proven to bring such
as access to financial facilities, agricultural information, sharing, supply,
and marketing services to smallholder farmers with the enabling
penetration of mobile phone and Internet facilities, there is a need for
more holistic approach for guiding the development of ICT initiatives.
oThe training and empowerment of smallholder farmers to enhance their
ability to interact with new agriculture technologies, development of a
favorable policy and business environment that favours the use of ICT’s
and other digital technologies.
o Strong commitment, trust, and collaborations are also needed among
the different actors in the agriculture value chain.
Conclusion(2)
• Since SDG 2 seeks to end hunger and malnutrition and ensure
access to safe, nutritious and sufficient food.Realising this goal
depends largely on promoting sustainable production systems
and increasing investment in rural infrastructure and agricultural
research and development,
• ICT based initiative in Africa has improved agricultural income
and labor productivity and there is also increase in investment
in agricultural research and innovation in Africa as discussed in
this presentation , therefore it contributes to SDG goal 2.
References (1)
• World Bank. (2015). Unlocking Africa Agricultural potential.Available
at:https://openknowledge.worldbank.org/bitstream/handle/10986/16624
/769900WP0SDS0A00Box374393B00PUBLIC0.pdf.(Accessed13 Feb 2022).
• WBG Observatory.(2019).Harnessing ‘Ag Weather’ Big Data and Machine
Learning for productive and resilient agriculture. Available
at:https://thedocs.worldbank.org/en/doc/364701556637611206-
0090022019/original/KenyaDisruptiveAgTechWBGAgObservatoryApril620
19.pdf. (Accessed 13 Feb,2022).
• Utstumo, Trygve & Urdal, Frode & Brevik, Anders & Dørum, Jarle &
Netland, Jan & Overskeid, Øyvind & Berge, Therese & Gravdahl, Jan.
(2018). Robotic in-row weed control in vegetables. Computers and
Electronics in Agriculture. 154. 36-45. 10.1016/j.compag.2018.08.043.
References (1/2)
• Ayim, C., Kassahun, A., Tekinerdogan, B., & Addison, C. (2020). Adoption of
ICT innovations in the agriculture sector in Africa: A Systematic Literature
Review. arXiv preprint arXiv:2006.13831.
• Munthali, N., Leeuwis, C., van Paassen, A., Lie, R., Asare, R., van Lammeren,
R., & Schut, M. (2018). Innovation intermediation in a digital age:
Comparing public and private new-ICT platforms for agricultural extension
in Ghana. NJAS-Wageningen Journal of Life Sciences, 86, 64-76.
• Jones, P., Wynn, M., Hillier, D., & Comfort, D. (2017). The sustainable
development goals and information and communication technologies.
Indonesian Journal of Sustainability Accounting and Management, 1(1), 1-
15.

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Roles of ICT in Agriculture Africa.pptx

  • 1. ICTs and Development Lecture 1: Roles of ICTs Topic: ICT Initiatives in Agriculture for Africa Happiness Mkumbo
  • 2. Introduction • In Africa, agricultural economy provides more than 30 to 40% of the continent’s gross domestic product and employs more than 60-75% of the working class(WorldBank,2017). • Unfortunately, Africa’s agriculture sector is hurting because environmental challenges have affected the continent’s weather patterns and temperatures, making farming extremely difficult. Outdated practices also hold Africa back, such as planting based on the moon phases, which further affects productivity
  • 3. Introduction(1/2) • Information communication and Technology is the driver which can speed up the attaining of 17 United nation Sustainable goals particularly goal number two (2) zero hunger. By making agricultural practices more data- driven and efficient, ICT-enabled solutions can help farmers increase crop yields while reducing their use of energy. • ICT innovation in agriculture can promote access to information such as climatic weather information, Agronomy tips, crop information and market data to small scale farmers. • According to research done by IBM ,90% of all crop losses are due to weather. This crop damage could be reduced by 25% using predictive weather modeling and precision agriculture techniques.
  • 4. Introduction (1/3) According to World bank group the priority areas for digital solutions that can transform agriculture in Africa includes:  Agricultural Extension and Technology Transfer oIn 2019, the ratio of extension officers to famers in Nigeria was 1: 7500 (which is the lowest in Africa).In Tanzania 1:1172 and 1:500 for crops and livestock farmers respectively[2]. The lower this ratio, the better access farmers have to expert information and advice on how to access and use improved seed and other relevant agricultural technologies,” oDigital solution platforms can reach many farmers easier than extension officers.
  • 5. The role of ICTs in the agricultural sector(1) • ICTs improve access to financial services to small holder farmers oA good example is the use of mobile money through M-Pesa in Kenya, where studies have shown that households with access to mobile money are better able to manage negative livelihood shocks such as job losses, death of livestock, or problems with harvests . oInsurance, credit and savings services are also being developed based on the mature mobile money systems in Africa. Kilimo Salama is a micro- insurance product that uses M-Pesa to provide payouts to smallholder farmers where crops fail
  • 6. The role of ICTs in the agricultural sector(1/2) o FarmDrive: Connects smallholder farmers to loans and financial management tools through mobile phones. By keeping records of farmers’ expenses, revenues, and yields, FarmDrive derisks the farmers. Farmers can apply for a loan. Based on the farmers’ track record they can get loan approvals and receive loans via M- PESA. FarmDrive’s alternative credit scoring model based on individual, social, agronomic, environmental, economic and satellite data, ensures financial inclusion for the disenfranchised women that make up 60% of African smallholder farmers. Source: https://farmdrive.co.ke
  • 7. The role of ICTs in the agricultural sector(1/3) • ICTs help extension workers and researchers to adopt improved agricultural practices and disseminate them to farmers. They provide agricultural information that is relevant to farmers such as agricultural techniques, commodity prices, and weather forecasts to farmers. Example Tigo- Kilimo is a mobile agricultural value-added service developed by mobile network operator, Tigo Tanzania . Tigo Kilimo offers an advisory service for smallholder farmers in Tanzania related to crops, weather and market price information via mobile phones. Customers access the service via the USSD1 channel which is available on any mobile phone. The service also enables peer-to-peer communications between farmers via a chat function
  • 8. The role of ICTs in the agricultural sector(1/4) • The utilization of ICTs, especially mobile technologies, helps agricultural producers, who are often unaware of commodity prices in adjacent markets and rely on information from traders in determining when, where, or for how much to sell their produce, to have relevant and timely information to this regard. oDelays in obtaining this information or its misinterpretation by middle traders has serious consequences for agricultural producers, leading to charging low prices or high/low produce supply in the markets. Also, relying on traders or agents creates rent seeking opportunities, adding to the agricultural workers’ cost of doing business
  • 9. The role of ICTs in the agricultural sector(1/5) • Mobile phones have had some dramatic effects, particularly in rural Africa, for example the utilization of e-Soko in Rwanda Farmers can compare market prices for the grain they produce and fishermen are able to sell their catch every day and reduce spoilage and waste by locating customers
  • 10. The role of ICTs in the agricultural sector(1/6) • The M-Farm solution was developed based on the marketing challenges of rural farmers in Kenya. Smallholder farmers unaware of the market of the various commodities, produce in excess and are faced with the problem of getting the worth of their produce. • Poor information on farm inputs and lack of access to these inputs such as fertilizer, seed, agrochemicals and other equipments are huge obstacles to increasing farmers’ productivity. • The inability of the farmers to transport their produce to regional markets after harvesting also leads to the exploitation by middlemen who offer insufficient prices for the produce, and even delay payments for the commodities.
  • 11. The role of ICTs in the agricultural sector(1/7) • Risk Management ICT enabled weather modeling and prediction solutions particularly AI’s one provide real time advice to governments and individual farmers to take decisions on drought, climate shocks, pest incidence thereby control the risks to crop production. For example :-In house Ag Observatory using satellite and other big data to provide real time advice to governments and take decisions on drought, climate shocks, pest incidence etc. Example a Pilot in Kenya to launch a country pilot.
  • 12. The WBG Ag Observatory “Big Data + Artificial Intelligence + Machine Learning” Field Satellite Radar Ground Radar Ground Weather Station • 1.5 million Virtual Met Stations • Every 9 km across the terrestrial surface of the earth • 7 billion data points updated every 6 hours Source: (WBG, 2018) Providing agricultural intelligence for the World Bank Group and Partners
  • 13. 126.867 “Virtual Weather Stations” (VWS) – Africa has less than 300 GWS that report to WMO (WBG, 2018) Ag Observatory Real Time Analysis: No Mega Drought But Several Pocket Droughts Pocket Drought: current rainfall far below normal The actual situation (below) shows the extreme variability that is more and more the normal
  • 14. The role of ICTs in the agricultural sector(1/7)  Environmental Land Use Monitoring The use of GIS in agriculture is all about analyzing the land, visualizing field data on a map, and putting those data to work. Powered by GIS, precision farming enables informed decisions and actions through which farmers get the most out of each acre without damaging the environment[3] Source: (Nesta,2018)
  • 15. icow: A text message and voice-based mobile phone application for small-scale dairy farmers in Kenya. Developed to solve the problem of permanent access to verified agricultural content. The app prompts farmers on vital days of cows gestation period; helps farmers find the nearest vet and AI(artificial Insemination)providers; collects and stores farmer milk and breeding records and sends farmers best dairy practices. In Kenya and Tanzania it is available in English and Kiswahili, in Ethiopia in Oromiffo, Amharic and Tigringnia. Source: www.icow.co.ke
  • 16. Weed-killing AI robot by ecoRobotix’s : can tell crops apart - have the potential to disrupt the multibillion dollar pesticides business. Solar- powered and can kill weeds for 12 hours straight without an operator at the helm. EcoRobotix uses 20 times less herbicide than traditional methods that spray entire fields Source: (Utstumo etal,2018)
  • 17. Findings • Different studies shows that the is increase in mobile-based services innovations which are regarded as most affordable ICT solution to help smallholder farmers in African rural communities. • Applications and services on mobile phones allow farmers to access extension-advisory services such as weather and market price information. • The use of radios is still widely used in disseminating agriculture information to rural farmers. • Convergence of BroadBand and Mobile Communication to Rural areas where farming is done, which improves communication and access to mobile money • Use of drones and GIS based solution in securing land tenures, and precision agriculture
  • 18. Findings(2) • Several challenges that were found to impede the adoption of ICT include oPoor technological infrastructure within the continent. Since agriculture is predominantly done in rural communities .Most rural communities in Africa is characterized by poor road network, no access to electricity, and poor network connectivity. With the majority of the farming population living in rural communities, the absence of these technological infrastructure poses a barrier to ICT adoption.
  • 19. Findings(3) oLow capacity farmers are unable to afford the cost of servicing mobile phones and paying for extension advisory services rendered by ICT innovators because of their low standard of living. Also, studies 16 and 23 highlights the role of gender in ICT adoption. According to the studies, women are not equally able to access and use ICTs due to their unequal access to opportunities such as income and education.
  • 20. Findings(3) • Poor policy environment • According to the studies, poor prioritization of ICT initiatives, weak monitoring, poor implementation and integration of ICTs within the sector are due to poor ICT policies. This affects the adoption of ICT in agriculture, especially those targeting rural communities and rural development. • Also, the adoption of ICT is constrained by uncoordinated and scattered ICT initiatives
  • 21. Findings(4) • Inefficiencies in agriculture institutions oICT adoption is hindered by inefficiency in agricultural research institutions in Africa. oDiversity among agriculture stakeholders, lack of commitment and accountability of policymakers and agriculture experts, and lack of incentives to undertake ground-breaking ICT research affect the effective adoption of ICTs. oWeak institutions, lack of information sharing, and lack of awareness of existing ICT facilities and resources affect ICT adoption
  • 22. Recommendation • Establish an agricultural hub oLeadership, communication and creative thinking are required to initiate and sustain agriculture projects that will have a significant impact. oA purpose-built Designed to be non-bureaucratic and nimble, an agricultural hub would drive agricultural diversification, and mega projects including agriculture projects, and initiate and coordinate
  • 23. Recommendation Build human capacity in rural communities oRural communities urgently need basic education opportunities, including basic farming skills and business management skills. Complete reliance on e-Education is not recommended in communities made up primarily of smallholders or subsistence farmers but the internet can be a very valuable resource for the teachers who provide classroom tuition.
  • 24. Recommendation Empower women in agriculture oIn Africa, women perform 65 percent of all activities within the agricultural sector. oNot only do these women often have little access to finance, but also they have little free time to devote to their own interests or to rest and are physically at a disadvantage. o Women in rural communities, and particularly those moving from subsistence farming to small-scale farming, can benefit greatly from ICT as these can save time and physical effort and equal access can be monitored.
  • 25. Conclusion(1) oDespite the significant benefits, ICT services have proven to bring such as access to financial facilities, agricultural information, sharing, supply, and marketing services to smallholder farmers with the enabling penetration of mobile phone and Internet facilities, there is a need for more holistic approach for guiding the development of ICT initiatives. oThe training and empowerment of smallholder farmers to enhance their ability to interact with new agriculture technologies, development of a favorable policy and business environment that favours the use of ICT’s and other digital technologies. o Strong commitment, trust, and collaborations are also needed among the different actors in the agriculture value chain.
  • 26. Conclusion(2) • Since SDG 2 seeks to end hunger and malnutrition and ensure access to safe, nutritious and sufficient food.Realising this goal depends largely on promoting sustainable production systems and increasing investment in rural infrastructure and agricultural research and development, • ICT based initiative in Africa has improved agricultural income and labor productivity and there is also increase in investment in agricultural research and innovation in Africa as discussed in this presentation , therefore it contributes to SDG goal 2.
  • 27. References (1) • World Bank. (2015). Unlocking Africa Agricultural potential.Available at:https://openknowledge.worldbank.org/bitstream/handle/10986/16624 /769900WP0SDS0A00Box374393B00PUBLIC0.pdf.(Accessed13 Feb 2022). • WBG Observatory.(2019).Harnessing ‘Ag Weather’ Big Data and Machine Learning for productive and resilient agriculture. Available at:https://thedocs.worldbank.org/en/doc/364701556637611206- 0090022019/original/KenyaDisruptiveAgTechWBGAgObservatoryApril620 19.pdf. (Accessed 13 Feb,2022). • Utstumo, Trygve & Urdal, Frode & Brevik, Anders & Dørum, Jarle & Netland, Jan & Overskeid, Øyvind & Berge, Therese & Gravdahl, Jan. (2018). Robotic in-row weed control in vegetables. Computers and Electronics in Agriculture. 154. 36-45. 10.1016/j.compag.2018.08.043.
  • 28. References (1/2) • Ayim, C., Kassahun, A., Tekinerdogan, B., & Addison, C. (2020). Adoption of ICT innovations in the agriculture sector in Africa: A Systematic Literature Review. arXiv preprint arXiv:2006.13831. • Munthali, N., Leeuwis, C., van Paassen, A., Lie, R., Asare, R., van Lammeren, R., & Schut, M. (2018). Innovation intermediation in a digital age: Comparing public and private new-ICT platforms for agricultural extension in Ghana. NJAS-Wageningen Journal of Life Sciences, 86, 64-76. • Jones, P., Wynn, M., Hillier, D., & Comfort, D. (2017). The sustainable development goals and information and communication technologies. Indonesian Journal of Sustainability Accounting and Management, 1(1), 1- 15.