Data Driven Irrigation: Applying Remote Sensing, AI And Digital Innovations To Guide Investment In Irrigation In Africa

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Session Information

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Conveners

World Bank

Session Summary

Irrigation is central to Africa's food security, rural livelihoods, and climate resilience. Yet progress remains uneven. Some regions underutilize water resources, while others overexploit them. Poor targeting of irrigation investments, limited performance monitoring, and weak data-driven decision-making compound these challenges. At the same time, smallholder farmers, who produce 80% of Africa's food, struggle with climate variability and water scarcity without access to evidence-based irrigation guidance.

This session will demonstrate how remote sensing, AI, and digital hydro-informatics are transforming irrigation planning and investment across the continent. Presenters will illustrate how operational platforms, integrating billions of satellite data points with ground-based measurements, socio-economic data, and AI/ML analytics, are being deployed to guide irrigation investment decisions, benchmark scheme performance, and support evidence-based policy planning.

Case studies will demonstrate how:
- Nigeria is benchmarking irrigation performance to target rehabilitation;
- Burundi and Uganda are piloting real-time irrigation monitoring and supplemental mapping tools to strengthen climate-resilient agricultural planning;
- Kenya is using hydronomic zoning, water tower analysis, and farmer-led irrigation mapping to optimize irrigation development;
- Additional cases from Ethiopia, Tunisia, Zambia, and others illustrate a continent-wide shift toward data-driven irrigation.

Designed as an interactive dialogue, the session will blend concise country presentations with a moderated panel and open discussion. Policymakers, researchers, development partners, and practitioners will explore practical lessons, implementation challenges, and opportunities for scaling innovation. The discussion will foster cross-country learning, build partnerships, and highlight how AI/ML-driven predictive analytics and digital irrigation solutions can enable smarter, more sustainable investment in African agriculture.

Programme

Opening remarks: Welcome and Introduction

Presentation: Case studies

Nigeria (IPA benchmarking)
Burundi (investment prioritization)
Kenya (hydronomic zoning)
Zambia (dashboard)

Experiential Game and Group work

Using the dashboard to design a new irrigation project
Report back

Panel discussion

Main question: How can remote sensing, AI, and digital tools transform irrigation planning and investment in Africa to ensure cost-effectiveness, equity, and resilience at scale?

Closing remarks

Open Special Session Live Meeting Livestream

Oct 31, 2025 08:00 AM - 10:00 AM(Africa/Johannesburg)

Venue : Virtual 2

20251031T0800 20251031T1000 Africa/Johannesburg Data Driven Irrigation: Applying Remote Sensing, AI and Digital Innovations to Guide Investment in Irrigation in Africa - World Bank Special Session Conveners World Bank Session Summary Irrigation is central to Africa's food security, rural livelihoods, and climate resilience. Yet progress remains uneven. Some regions underutilize water resources, while others overexploit them. Poor targeting of irrigation investments, limited performance monitoring, and weak data-driven decision-making compound these challenges. At the same time, smallholder farmers, who produce 80% of Africa's food, struggle with climate variability and water scarcity without access to evidence-based irrigation guidance.This session will demonstrate how remote sensing, AI, and digital hydro-informatics are transforming irrigation planning and investment across the continent. Presenters will illustrate how operational platforms, integrating billions of satellite data points with ground-based measurements, socio-economic data, and AI/ML analytics, are being deployed to guide irrigation investment decisions, benchmark scheme performance, and support evidence-based policy planning.Case studies will demonstrate how:- Nigeria is benchmarking irrigation performance to target rehabilitation;- Burundi and Uganda are piloting real-time irrigation monitoring and supplemental mapping tools to strengthen climate-resilient agricultural planning;- Kenya is using hydronomic zoning, water tower analysis, and farmer-led irrigation mapping to optimize irrigation development;- Additional cases from Ethiopia, Tunisia, Zambia, and others illustrate a continent-wide shift toward data-driven irrigation.Designed as an interactive dialogue, the session will blend concise country presentations with a moderated panel and open discussion. Poli ... Virtual 2 26th WaterNet/WARFSA/GWPSA Symposium waternet@waternetonline.org

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Mr. Kufoma Tembo

Media Personnel

iClick Systems & Multimedia Ltd

Assoc Prof. Poolad Karimi

Senior Irrigation Specialist

Prof. Krasposy Kujinga

Programmes Coordinator

WaterNet

Dr. Moctar Dembélé

Researcher

IWMI

Mr. Sampa Sampa

Sociologist

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Session Transcript

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[02:34:33] Media: like can you play his background that's why they're asking

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[02:35:12] Media: yes because of the camera down a bit let him to his camera down like push the screen so we see more okay can you hear me now

[02:35:13] Moctar Dembélé: I can hear you

[02:35:18] Media: yeah they should turn down your camera a little bit

[02:35:19] Media: position and yourself

[02:35:24] Moctar Dembélé: okay maybe if I move myself maybe is it better

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[02:36:00] Media: Doris and rested a little bit digested a little bit of the health information that we just discussed maybe we can move to the panel session and we will in the meantime we will have more joint on and we will pick some technical issues but let's start with the gentleman on the stage already so along with me introduce our panelists today so let's

[02:36:13] Moctar Dembélé: and

[02:36:17] Moctar Dembélé: you

[02:36:28] Media: doctor about so he assisted an actor of international waters section at the ministry of water development and sanitation and then next to it is a principal water officer at development of Water Resources Department underneath Ministry of

[02:36:39] Media: and now you have Engineers Michiko a baristo he is the senior water engineer at the airport

[02:36:54] Media: everyone's familiar with so popular we mean the senior variation specialist leading all the water informatics and Google what are data at the robot yeah so are we ready to take a question

[02:37:39] Media: so maybe let's start with Dr so after you've seen two sessions at the bank so you obviously showed a lot of interest intersection of two days ago during the doors and forth Flagship session and you had a discussion is Dr Curry already that you're using the water informatics dashboard so we have a question for you how do you think that schools can help down the others is efforts in natural Capital accounting for water and you see any guests that if there's people between data scientists develop agencies like robot research agency and the governments and

[02:38:51] Media: and at the time was that in 2017 the focus was on the water account

[02:38:53] Media: accounts as well as

[02:39:05] Media: time to get three accounts I've been able to produce technical reports the first one covering the previous 10 to about 26

[02:39:07] Media: to

[02:39:31] Media: so during these two processes where we were able to do this we noticed that water County following the system or environmental economic accounting for water it was a very important concept because it helps to

[02:39:49] Media: are present economic information and hydrological information in a manner that both the decision makers as well as the water scientists or radio scientists will be able to understand and thereby make decisions

[02:40:00] Media: and it was a helping us to understand the contribution of water resources to the economy as well as

[02:40:09] Media: the impact of the economy underwater juices thereby opening us to make more to this way then

[02:40:31] Media: that because then we're able to understand exactly the impacts the picture is a game changer and lessons that

[02:40:46] Media: we've been doing its manually so to speak to you as requiring lots of manuals but research tools into Health to be more efficient in terms of

[02:41:09] Media: the compilation of the natural software accounts more so that we want to start compiling the natural capital accounts using the bottom up approach we want to start from the district within the white level building to the district get a provisional picture and then you come to the National level

[02:41:55] Media: so we want we are trying to build capacity in the convention centers for natural Capital accounting and using this tool to make it much easier because then the Manpower requirements to analyze the data to handle complex remote sensing imagery and translator to Water Resource information yeah no longer become the core requirements or you need to do is to understand what is that you want and then you'll be able to generate provincial level or District level water accounting reports which are essential for

[02:42:11] Media: wow which is the end result that one because it is important decision making as well as for informing policies in terms of the gaps I think the biggest Gap really is about the data

[02:42:24] Media: the doctor is integrated into the tools it's important that we understand it so that we can compare first of all with the data that we have

[02:43:20] Media: know that we do have better challenges those need to be addressed but it's important to know how the two words in the background to generate the reports so that you can have more confidence in general that and I think in this regard we need a lot of dialogue as well as technology sessions the government just government or regulatory institutions so that we build a common framework within which to analyze for which for example as well as an important

[02:43:31] Media: so perhaps maybe I would end it here for now and then they will operate like just thank you so much

[02:43:31] Media: for

[02:44:11] Media: thank you very much Dr Chango and it's very we're very pleased to hear that they're already existing work done within the ministry in terms of whatever accounting and we're also well on the gaps that we need a uniform platform that we can store the data and to facilitate coordination across different Industries and to enhance implementation to make sure data and operationalization is on the same pace so thank you very much on the important points I don't respond where we

[02:44:12] Media: question

[02:44:18] Media: to go ahead and take the next question or do you want responded yeah

[02:44:48] Media: okay great okay so the next question will be for engineer Michiko so engineer Motif so could you kindly talk a little bit about the Zambia's plans for groundwater mapping in your daily work and what is the role of data and you see the demo today any Reflections on how this kind of physician support tool can help you and complement existing effort on groundwater

[02:44:48] Media: exactly

[02:44:49] Media: thank you

[02:44:55] Media: thank you very much

[02:44:57] Media: Zambia are we

[02:45:02] Media: we are going back on the groundwater exploration

[02:45:06] Media: like we are doing is

[02:45:08] Media: want to develop all

[02:45:10] Media: and groundwater potential Maps

[02:45:16] Media: the most wanted to develop the groundwater of an athletic Maps

[02:45:20] Media: also want to develop program waterfall Direction

[02:45:24] Media: then from there to Most Wanted from groundwater potential

[02:45:27] Media: we are going to be in

[02:45:32] Media: it's just

[02:45:35] Media: most of the

[02:45:40] Media: the areas where we can put the well of it

[02:45:51] Media: here on the groundwater from durability maps in able to understand the full form of the contamination of how it is moving

[02:45:51] Media: ah

[02:45:55] Media: you manage to groundwater for directions

[02:46:00] Media: so we are we have started doing this for scale

[02:46:02] Media: started with

[02:46:07] Media: always improvements where we have done in

[02:46:10] Media: one day the shaking and it's your man

[02:46:14] Media: in the Sundance and

[02:46:18] Media: neighbor you can progress

[02:46:21] Media: oh so

[02:46:26] Media: maybe I want to take advantage on the

[02:46:30] Media: which is being undertaken

[02:46:39] Media: so we went out that map is produced then you'll be able to do things

[02:46:42] Media: okay this data set which will produce

[02:46:53] Media: I only understanding that if we have got this information will be able now to be able to make informed

[02:46:57] Media: able to know where we can put the lawsuits

[02:47:08] Media: use for C issues and use it for the supply and monitoring and a lot of things

[02:47:10] Media: from there as well

[02:47:16] Media: to know where we'll be able to understand which aquifers are in those areas

[02:47:20] Media: are they opened up with or I think was happy but

[02:47:29] Media: user to be able to understand the and that's what and be able to inform people as well our farmers

[02:47:30] Media: the balls

[02:47:43] Media: which levels are supposed to do the boss which gave was before we used to land their way to find water as long as

[02:47:46] Media: is not anymore this time around

[02:47:49] Media: time around mostly on average we are on

[02:47:50] Media: finding that

[02:47:56] Media: so that is already permitting us that we are really

[02:48:05] Media: climate change so opponent understanding these Maps then we'll be able to make informative decisions

[02:48:51] Media: that's a that's a great point and Jeremy Chico it's actually we are aware that we are preparing in the World Bank World supporting the government to prepare a new project that is in the pipeline on properly relation development which also have any depend on the groundwater level and The Highest Potential area would be with like shallow groundwater level and also how do we monitor level as you said well we're having this sort of development not exhaust the next resources so this is a very important element that you

[02:49:03] Media: where we also discussed the blood yesterday with colleagues that we are working on the ground we certainly are aware of the interest on the groundwater management

[02:49:10] Media: very much maybe we can we go to you maybe we can introduce our online panelists so that better and I hope you are able to hear us

[02:49:11] Media: can you hear us

[02:49:12] Moctar Dembélé: yes I can hear me

[02:49:29] Media: yes excellent excellent so he is the researcher and special hydrologist from International Water Management Institute maybe many of you sitting here already know him so thank you so much for joining we have a little bit of technical issues but we were able to have you here so very very happy to hear your insights later

[02:49:31] Moctar Dembélé: thank you

[02:49:31] Media: thank you

[02:49:35] Media: yeah okay so next question will be for

[02:49:55] Media: to Papa so the question for you is what is the role of good water data in your field which is Transformer water and International Water cooperation and how its data intensive or benefits sharing in the negotiation and you work on transferring water

[02:50:05] Media: and thank you so much and good morning distinguished delegates

[02:50:12] Media: to in terms of answering your question I will try to give the scope and context

[02:50:20] Media: about we are looking like transforming and International Water cooperation in Zambia

[02:50:22] Media: space that is structured around

[02:50:28] Media: I imagine areas the first one being

[02:50:30] Media: a Cooperative Frameworks

[02:50:32] Media: where you

[02:50:39] Media: the second one is the government is what

[02:50:47] Media: and the third the magic area is to do with that

[02:50:49] Media: and then into that

[02:50:53] Media: whenever you're losing water

[02:50:54] Media: always conflicts

[02:51:01] Media: so we also have the Thematic area that speaks to what a diplomacy

[02:51:07] Media: then the one that speaks to the issues of data

[02:51:12] Media: have the last in my career which is natural capital accounts

[02:51:17] Media: water the one that composer talked about and then

[02:51:18] Media: when it comes Corporation

[02:51:21] Media: the surface water

[02:51:25] Media: as well as groundwater in terms of the Shadows

[02:51:33] Media: having said that then I can come now to and to answer your question

[02:51:35] Media: what is the role

[02:51:36] Media: put data

[02:51:42] Media: in transboundary and international water Corporation and how does this

[02:51:43] Media: name

[02:51:45] Media: enemy Channel

[02:51:49] Media: uh when we look at

[02:51:51] Media: in some Commandments

[02:51:55] Media: can just read since it's not

[02:51:58] Media: when we look at high school 12

[02:52:02] Media: only the argument for this amazing what a course Commission

[02:52:08] Media: a 19 in the implementation of this agreement

[02:52:09] Media: States

[02:52:14] Media: commit themselves to the following

[02:52:14] Media: is equals

[02:52:21] Media: the first principle is the principle of sustainable development

[02:52:26] Media: the next one is the principle of sustainable utilization

[02:52:29] Media: most of the principal prevention of harm

[02:52:34] Media: for precaution principles of inter

[02:52:36] Media: generation of equity

[02:52:39] Media: for assessment transfer impacts

[02:52:44] Media: and principle of cooperation

[02:52:54] Media: and the principle of Equitable and reasonable utilization now when you look at all these principles

[02:52:56] Media: why I got here

[02:53:00] Media: to be effectively you think implementing

[02:53:02] Media: so making that thing

[02:53:04] Media: would enter becomes king

[02:53:12] Media: for Trans for transport and water Corporation building an example business basic

[02:53:14] Media: National Water compression

[02:53:20] Media: yes it's part of the sidekick region where we are about 15

[02:53:28] Media: it so meaning that is the international context meaning that we need that

[02:53:31] Media: the same agreement there's some Commandments

[02:53:34] Media: to the fact that the member states

[02:53:38] Media: have an obligation to share that

[02:53:46] Media: you know what kind of you you have to share you just be good quality yeah so that you can support

[02:53:47] Media: implementation of

[02:53:48] Media: widgets

[02:53:55] Media: and also supports the implementation will be very stress that are outlined

[02:53:58] Media: meaning that

[02:54:01] Media: how then can we understand the

[02:54:05] Media: sharing issue I will give an example

[02:54:11] Media: did a country the various sectors are competing for the limited water

[02:54:13] Media: in the basin

[02:54:19] Media: the various countries actually are the basic are also competing for the same water

[02:54:20] Media: so meaning

[02:54:24] Media: he spoke

[02:54:27] Media: team in helping

[02:54:32] Media: guy the development in a sustainable manner

[02:54:40] Media: and the best thing to say we are going to prioritize maybe any generation

[02:54:40] Media: production

[02:54:43] Media: all 19 terms of benefit sharing

[02:54:47] Media: good data becomes key to guide

[02:54:49] Media: and making

[02:54:54] Media: we are talking about from the inside

[02:54:55] Media: child labor

[02:54:59] Media: interconnections so that they

[02:55:05] Media: electricity generated in the different realm of basin can actually share

[02:55:06] Media: I just benefited

[02:55:09] Media: can also

[02:55:13] Media: share the food during the time of drought

[02:55:16] Media: we had a West routed thing in

[02:55:23] Media: which is something that one of the West routes we actually get food from somewhere

[02:55:30] Media: I get support from somewhere so meaning that first under the issues of benefits channel so indeed

[02:55:38] Media: good data is very key in supporting transponder and international cooperation

[02:55:47] Media: what it was I can say that Zambia is a state party to the side device protocol on shared water process

[02:55:53] Media: also take part to the today is the best water costs agreement and also we recently

[02:55:56] Media: see that

[02:55:58] Media: you and Water Foundation

[02:56:00] Media: yeah micro

[02:56:02] Media: the global instruments

[02:56:08] Media: Regional instruments and also River basic instrument

[02:56:10] Media: and that's in

[02:56:12] Media: was for each other countries

[02:56:16] Media: was not think of becoming part of

[02:56:17] Media: a

[02:56:18] Media: remains

[02:56:26] Media: encourage water cooperation and also International operation thank you so much

[02:57:05] Media: thank you so much Dr Amba I think you mentioned the very important Point as well and this is one of the uses that we can facilitate negotiation and transparently indicate benefit sharing as mentioned at National level and also an international level so thank you very much for playing this point and also like after the updates on the government said calling for Action to other countries government now let's move to Dr mocha you can hear us and we have one question for you so from your experience working with

[02:57:28] Media: friend country context through email so in your perspective how can Ai and data revolutionized water research and management in southern Africa and if you could kindly share maybe two or three examples that you have witnessed you have implemented from email yes

[02:57:30] Media: over to you

[02:57:34] Moctar Dembélé: excellent can you can you hear me well

[02:57:38] Media: uh maybe we can turn it up a little bit

[02:57:39] Moctar Dembélé: can you hear me

[02:57:40] Media: we

[02:57:45] Media: yes we can hear you

[02:57:56] Media: correction

[02:58:46] Moctar Dembélé: excellent excellent excellent good morning everybody thank you very much Ryu rui and team for inviting Amy to this important discussion today and I'm very honored to be a representing Emily at this very important meeting I think the question you ask is very important and very timely as it's sits right at the heart of Africa's water and climate resilience agenda as we know Africa faces a paradox because you have abundant what resources in some areas and serious car city in others which is compounded by climate variability climate change limited monitoring and also rapid population growth but however Ai and Big Data offer a unique opportunity to transform our water is first understood manage but also Governor cross the continent

[02:59:07] Media: subscribe

[03:00:00] Moctar Dembélé: and I want to give a few examples of how are and big data can improve water management in general first I think Ai and big data can really contribute in feeling the data gaps that we witness across the continent as we know our hydrometer logical monitoring networks are not very very dense which limits the availability and accessibility to ground measurement so AI can really and beat it I can really play a role in feeling the data gaps and also enhancing climates and Adobe forecasting so this can be done in multiple ways first by integrating multiple data sets like merging satellites and observation data to produce more continuous and high resolution I don't care of course that can be used by different partners from the local level to the regional level when it's come to passing authorities for instance we also

[03:01:12] Moctar Dembélé: strategies for data assimilation and also reconstruction using approaches like machine learning and also deep learning to reconstruct some of the missing records that we have in our Stream flow and also rent for records and proving all the logical modeling where goodies on the ground are quite squares and I think also as part of this Initiative for instance already shared an example here it means he met as part of the digital Innovation for what the secure Africa project for instance has generated the unique database on on discharge for Africa so now for more than 600,000 River segments in Africa we can tell you how much water is flowing in each of those in each of those Stream So This is a data set that we've developed or several decades now but to 2000 up to up to date is really accessible is called a discharge we can share further information on

[03:01:13] Moctar Dembélé: this is

[03:01:18] Moctar Dembélé: of initiative where at Amy we leverage Ai and Big Data

[03:02:23] Moctar Dembélé: improve our understanding of adorable system as on the African continent and other possibilities also contribution of citizens citizen science and the also use of Internet of thing integrating all these Technologies the local sensor and the mobile data collection as well making sure that population not only researchers but also the population themself and the partners on the ground can also contribute in improving our databases and making the information more reliable if I can say so and reduce all the uncertainties we have around the data sets that we have so second point is that Ai and big data can also support watch allocation and decision making I think from the presentation from Pula and the intervention of the different panelists with already some example also integrating I mean using those data set to

[03:03:35] Moctar Dembélé: irrigation and agricultural Water Management it means also working on those aspects in terms of turning the data into actionable insights that can be used by by the partners we are also developing dashboards for decision making across countries in Africa and Asia where we where we work mainly so here is not only about having the data but it also making it available to the stakeholder but it's making sure the data is turned into actionable inside or information as I was as I would say so here I can mention quickly tools key tools that we are developing the first one is called the vegetable irrigation for climate resilience tools so this is a tool that we initially developed with humanitarian organizations with two pilot countries it's your PR and Molly where we try to inform sustainable irrigation intervention right because when there is a disaster that strike you quickly need to understand

[03:03:49] Media: how

[03:05:02] Moctar Dembélé: raw food and in time for humanitarian contacts this is very important so we have a tool that we can guide the partners not only humanitarian organization but all development partners and even researchers as well on where to grow the food and how to do it sustainably because now we are supporting the small other Farmers there is a push for irrigation but one thing also to take note of is to know that not all irrigation practices are sustainable so how do we invest in irrigation how do we grow food in a more sustainable way so we have this tool that we've developed that takes a three-step approach where first we try to understand the ability in terms of vegetable production once we've passed that step once we know where we can grow vegetables that the next step is to understand what the availability in terms of surface Watcher in terms of groundwater to be able to meet the crop water requirements in a sustainable manner without you know deteriorating or overusing the water resources that is that

[03:05:03] Moctar Dembélé: book

[03:05:41] Moctar Dembélé: and one we have that understanding this third step now is to know okay what irrigation technology can we use is it solar pump is a fuel pump is it electric pump which irrigation technology is really adequate for that environment so these tool is available and it can help guide decision which prioritize piloted it for Ethiopia and Molly but then we are working on bringing more countries as part of this initiative Ghana Burkina Faso Zambia

[03:06:22] Moctar Dembélé: Pipeline and Burkina Faso in Ghana already well Advanced Zambia should be also the from next year to start with so going to as well as we were talking about irrigation is our irrigation performance assessment tool that we've co-developed with the obviously Nigeria in Mali where they have the largest irrigation scheme in in West Africa so we went through a bit more than two years of collaboration to finally come up with a tool that can help the efficiency to understand the performance of the irrigation scheme and take decision on where to act appropriately to improve the performance of the irrigation and make Strategic investment a tool here is also the digital twin platform that we have that with the for the Limpopo person a third and final aspect where AI

[03:06:25] Media: can you hear us okay we might have a little bit of a connection issue

[03:06:26] Media: think you freeze a little bit

[03:06:26] Media: hear us

[03:06:27] Media: it's on his side

[03:06:27] Media: strength

[03:06:37] Media: then maybe while we wait for voltar I think you also race also very important point and also the great example from Amy's work in terms of irrigation equipment selection irrigation targeting and important work done in

[03:06:47] Media: you maybe I will pass it to pull up to have a little bit of reflection hearing from our ministry colleagues from research institutions where the World Bank position itself and how we can facilitate a little bit of collaboration in the ecosystem

[03:07:04] Media: thank you very much we and thanks for and is for the excellent points and also the darkness no longer with us so it's always been inspiring to hear about the use cases and hear about what how the countries are tackling the day guys you have information about the groundwater mapping the national capital assessment board and water and the natural resources how these efforts are

[03:07:39] Media: done and then how they can be improved so this discussion as we have here is is the key to progressing for each country so now the city what I'm hoping that with a couple of the participants here that you have heard about our work you have hiding lesson what you have done you heard from the experts from also from our family on the tools that they are doing I would like to invite you to think through your work right you are working on different aspects of irrigation different projects that you have problems that you are addressing your research work in your patient work in the your engagement the promise and practitioners but like you to do is to think how you integration of information on data

[03:07:59] Media: don't limit yourself on thinking of what can be done and what cannot be done first create a vision see if you are doing a work you're working on properly radiation you're working on bringing access to drinking water drinking

[03:08:00] Media: farmers

[03:08:15] Media: Farmers for marketplaces everything that we do in the space of Agriculture and irrigation everything you do can be helped by data but the beginning of everything is to have a vision

[03:08:23] Media: information of what this would be and that together we can do that mine today what is happening

[03:08:27] Media: time not yet you can check just

[03:08:38] Media: function

[03:08:56] Media: for global data on this configuration on violence production they're doing more work with it so I would say this about uses does that

[03:09:09] Media: I would like to hear from you as we should be operations or break many countries that you haven't used

[03:09:11] Media: ask for

[03:09:30] Media: hear your ideas and we are more than happy to do it thank you very much for the time thank you very much for the finals for the great information

Data Driven Irrigation: Applying Remote Sensing, AI and Digital Innovations to Guide Investment in Irrigation in Africa - World Bank Special Session

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