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Business opportunities in Precision Farming: Will big data feed the world in the future? Roland Berger Strategy Consultants GmbH Automotive Competence Center July 2015

BUSINESS OPPORTUNITIES IN PRECISION FARMING Introduction In recent years the agriculture industry i hass faced major challenges. Driven by a growing population and economic growth especially in developing countries, the global demandd for agricultural products is rising. At the samee time supply capabilities are shrinking due to reduced land availability and climate changes. In addition, the industry encounters increased governmental food regulations targeting a more sustainable, secure and transparent agriculture industry. Enabling the agriculture industry to meet tomorrow's challenges, Precision Farming has evolved into the catchphrase for various methods and practices. Various definitions of Precision Farming are in use within the industry. Based on our market understanding we derived a comprehensive definition. Precision Farming involves a broad range of technologies (figure 1) that can be clustered into robotics and automationn technology, imagery and sensors, digitization and big data as well as bio-engineering. All of these technologies are interlinked via connectivity. Robotics and automation technology: Autonomous operations are enabled by automated steering technology and high precision positioning systems as well as integrated electronic communication systems Imagery and sensors: Dataa for evaluationn purposes of soil and crop health, etc. iss collected via sensors, remote sensing systems and geo-mappingg Digitization and big data analysis: Data is analyzed in order to improve climate and soil predictions, performance optimization of equipment ass well as remote control in field monitoringg Bio-engineering: Seeds and chemicals are selected based on external conditions and evolution of seeds to enforce resistance to specificc farm and/or climate conditions Figure 1: Precision Farming key technologies Source: CEMA; Roland Berger In our recent study we provide an overvieww of the global and regional development of Precision Farming. We describe all majorr technologies through the period until 2030 in a roadmap and outline the impact of technology on market players traditional and a new ones alike. Furthermore, we identify new business opportunities along the agricultural value chain and the underlying strategic control points. Finally,, three strategic questions give guidance on how to achieve a superior position in a changing world. 2

BUSINESS OPPORTUNITIES IN PRECISION FARMING Table of contents Introduction... 2 A. GLOBAL MARKET DEVELOPMENT... 4 B. IMPACT OF TECHNOLOGY ON MARKET PLAYERS... 5 C. NEW BUSINESS OPPORTUNITIES ARISE... 7 D. RIGHT TO PLAY... 9 Authors... 10 Publisher... 12 Photo credits... 12 Disclaimer... 12 3

BUSINESS OPPORTUNITIES IN PRECISION FARMING A. GLOBAL MARKET DEVELOPMENT The market for Precision Farming is a growth market. Including hardware and software, it amounts to EUR 2.3 bn in 2014 and is expected to grow with a CAGR of 12% through 2020 (figure 2). The Precision Farming market's potential is highlighted by a comparison with the global agricultural equipment market, which is growing at a far slower pace with a CAGR of 4% to 2.4 million vehicles in 2020. Figure 2: Market estimation of Precision Farming 2014-2020 [EUR bn] CAGR [%, 2014-20] 4.5 4.1 0.5 21% 0.2 0.2 2.3 0.2 0.4 0.2 2.6 0.2 0.3 0.5 CAGR +12% 3.7 0.5 0.6 3.3 0.4 0.5 3.0 0.3 0.4 0.8 0.3 0.4 0.7 0.3 0.6 0.5 0.4 0.9 1.0 0.8 0.7 0.6 20% 21% 15% 1.2 1.3 1.4 1.5 1.6 1.6 1.6 5% 2014 Source: Roland Berger 2015 2016 2017 Rest of World South America Asia Europe North America 1) Market estimation includes software (e.g. data management systems, advisory services) and hardware (e.g. automation and control systems such as: guidance steering, displays, flow control devices; sensing and monitoring such as: yield monitor, soil sensors) 2018 2019 2020 In the future, the highest relative rise for Precision Farming is to be expected in developing countries due to the lower starting level. Nevertheless, our estimations point to the US and European markets as the most promising markets. > North America: The North American market is one of the most attractive markets for Precision Farming. The large scale of farmlands and high labor costs offer attractive incentives to apply Precision Farming technologies. In addition, farmers are highly professionalized and willing to learn and adopt new technologies. > Europe: Like the US market, the European agriculture market exhibits a high degree of professionalism and technology. It can also rely on a well-established ecosystem as well as public and private investment capacities. However, the lack of large-scale farmland and slightly lower input costs create a marginal disadvantage compared to the US market. > South America, Asia and the rest of the world: Many developing countries face the challenges of extreme climate conditions and limited resource availability paired with an increased demand for food resulting from a growing population and economic growth. Consequently, there is a significant demand for increased yield productivity and improved management of natural resources, resulting in strong market growth rates of >20% p.a. Nevertheless, the lack of sophisticated technology, infrastructure and education as well as low labor costs will most likely slow down the application of Precision Farming technologies. 4

BUSINESS OPPORTUNITIES IN PRECISION FARMING B. IMPACT OF TECHNOLOGY ON MARKET PLAYERS Traditionally the market for agricultural equipment and business solutions has been dominated by agricultural OEMs and suppliers. In recentt years the (r)evolution of technology such as data analytics and software solutions has offered completely new market opportunities for non- traditional players. The main market players for Precision Farming technologies can therefore be segmented into eight categories (figure 3). Figure 3: Key market players Source: Expert interviews; desk research; Roland Berger The current market is still dominated by traditional companiess but new, disruptive players are increasingly entering the market and strengthening their market position.. Each type of market player has a dedicated offering: 1. Agriculturall OEMs: Traditional agricultural sensors) and software solutions. OEMs offering both hardware (machinery,( 2. Suppliers: Traditional suppliers providing a broad portfolio of advanced components (auto-steering, planting, etc.) as well as spare parts for the original equipment and aftermarket. 3. Seed companies: Seed companies are increasingly moving upstream in the value chain and extending their offerings into advisory and insurance services. 4. IT/big data companies: Large global IT infrastructure providers aree beginning to offer big data analysiss and software solutions for Precision Farming technologies. 5

BUSINESS OPPORTUNITIES IN PRECISION FARMING 5. Advanced solutions providers: These providers offer high-tech solutions like drones, sensors and control systems that support the application of Precision Farming technologies. 6. Start-ups: The start-up scene concentrates on the development of smart devices and apps. 7. Investment funds/traders: Private fund/trading companies focus on farmland investments and commodity financial trading. 8. Research centers: Universities and research centers publish studies and develop prototypes of future applications. Based on the current developments within Precision Farming, new players will increasingly strengthen their position and find their niche in the market. New players have the chance to codevelop or combine single technologies, occupy strategic control points in the value chain and benefit from the new value pockets. To identify the most promising technologies we developed a technology roadmap through 2030 of all major Precision Farming technologies. The technology roadmap (figure 4) predicts all developments driven by enhanced connectivity. Farming processes will be further automated, the application of imagery and sensors will increase, big data and digitization will become more important and bio-engineering will be further developed. Figure 4: Technology roadmap 2010-2030 2010 15 2015 20 2020 25 2025 30 2030 Automation & robotics Auto-guidance with GPS (incl. reference stations) and reinforced by laser/infrared sensors Variable rate applications improved by precise yield maps Automatic machine setting optimization (harvesting and implements) Machine platoon Highly automated machines Imagery & sensors Aerial imagery (satellite/drones) Basic crop condition sensors (optical) Soil condition measurement Location yield monitoring Multi-functionality drones Advanced crop condition sensors (incl. plant heath) On-machine soil condition sensors Cobotics 1) Big data & digitization Bioengineering Field yield maps 1) Collaboration of humans and machines Multi-layer field maps and data analytics OEM data platforms Open data platforms Seeds transformation based on field data analytics Augmented reality Source: Expert interviews; desk research; Roland Berger Extrapolated into business opportunities, these developments tremendously impact the agricultural value chain and various disruptive business opportunities will occur at all points in the chain. To enable companies to be prepared and able to recognize these new opportunities as they come up in the future, we derived five major business opportunities. 6

BUSINESS OPPORTUNITIES IN PRECISION FARMING C. NEW BUSINESS OPPORTUNITIES ARISE Along the agricultural value chain several strategic control pointss can be identified which are allocated to the steps input supplying, production, post-harvest, processing and distribution/marketing. From a Precision Farming perspective only the first three steps of the value chain are of interest (figure 5). In thee future, it will be key too occupy the right strategic control points to guarantee the company success and sustain ann attractive market positioning. Figure 5: Strategic control points along the agricultural value chain Source: Roland Berger The combination or selection of certain strategic control points offers different sets of business opportunities for traditional and new, disruptive players. In total, we identified five potential businesss opportunities including their value proposition (figure 6) ) that are described in the following: 1. Integrator: The integrator concentrates on strategic control points covering input supplying and production. Within these fields the integrator operatess as a co-creator of an open ecosystem through partnerships or as a provider off B2B/B2C software solutions, advice and physical products. As major value propositions, the integrator enables "one- activities focus on strategic control points covering input supplying s and production. The stop" solutions and creates an ecosystem for major market players. 2. Service provider for machine-rel lated activities: Service providerss for machine-related service providers offer machine-rel lated services and solutions by streamlining the t collected data into fully integrated information systems (e.g. predictive maintenance). As a result, increased equipment utilization and reduced downtime can bee achieved. In addition, vehicle-to-vehicle communication promotes operational efficiency. 3. Service provider for seeds-related activities: Service providers for seeds-related activities concentrate on strategic control points covering input supplying and production. 7

BUSINESS OPPORTUNITIES IN PRECISION FARMING These providers offer advisory services for seed selection as well as a fully integrated information management system to organize the customer's client base. As their value propositions, these players maximize yield productivity with the right seed selection, monitor seed growth as well as provide value added services by data analytics. 4. Service provider for business intelligence (big data): Service providers for business intelligence focus on only a few strategic control points within input supplying. They act as intermediaries between clients and suppliers by providing data-driven advice and prescriptions on equipment, seeds and chemical inputs. Based on their neutral position as an advisor, various business opportunities arise in data analytics (big data) and modeling on all devices. 5. Private investor and commodity trader: Private investors and commodity traders concentrate on all strategic control points within production and post-harvest. They extend the supply chain in order to access production, demand and market data. Further, they invest and exploit farmlands with professional teams and advanced technologies. As a value proposition, these players bring benefits to investors by means of modern farming methods on rich farmland and the utilization of advanced technologies. Figure 6: Business opportunities 1 Integrator Service provider for Service provider for 2 machine-related activities 3 seeds-related activities Service provider for 4 business intelligence Private investor and 5 commodity trader Description > Co-creator of an open ecosystem through partnership > Provider of B2B/B2C software solutions, advices and/or physical products > Concentrate on machinerelated services/solutions > Maintain the central role of equipment by streamlining data into a fully integrated information management system >Offer advisory services on seeds choice/prescription >Offer a fully integrated information management system to maintain/grow the client base > Act as an intermediary between clients and suppliers by offering datadriven advice/ prescriptions on equipment, seeds, chemical inputs > Extend the supply chain in order to access real-time production, demand, market data > Invest in and exploit farmlands with professional teams and advanced technologies Value proposition > Enable "one-stop" solutions with a fully completed and optimized decision-making process > Create an open ecosystem, optimizing resources and generating profits for each player >Optimize equipment utilization and reduce downtime due to preventive maintenance/ better SCM > Increase farming operations efficiency with connected/automated machines > Maximize yield productivity with the right seeds selection > Monitor seeds growth along production cycles and alert to dangers in real time > Enable access to data and provide value added services by data analytics >Create various business opportunities based on data analytics/modeling on all smart devices > Hold a neutral position as an advisor and establish trust between clients and suppliers > Bring benefits to investors by modern farming methods on rich farmland > Enable utilization/ generalization of advanced technologies Source: Roland Berger 8

BUSINESS OPPORTUNITIES IN PRECISION FARMING D. RIGHT TO PLAY In order to exploit the emerging business opportunities, established agriculture players have to act fast. In 2014 investors including disruptive big data players such as Google were investing in total ~$2.4 bn in agricultural technology start-ups. Technology companies have realized the enormous extent of potential that is present in the agriculture industry and they are pushing forcefully toward conquering the key positions. In the future, traditional agricultural companies will face intense competition from these new players. Achieving a positioning at the strategic control points will be essential for competing successfully in the 21 st century agriculture market. To reach a superior market position a company has to find answers to the following three questions: 1. What sweet spots are attractive for the company? Which strategic control points along the agricultural value chain can be identified as most valuable for the company? The company's own current functions and capabilities need to be matched with the requirements of the emerging business opportunities. 2. How to attain the right to play? The implications resulting from the company's current capabilities and future market position have to be addressed. Investment opportunities need to be developed and evaluated (build up expertise internally or through external smart partnering) as well as divestment opportunities. 3. What is the company's target vision? Finally, the company needs to aggregate the findings of questions 1 & 2 into a strategic vision and put in place work packages to help it reach the desired positioning. Precision Farming will reshape the industry. It offers huge potential for all players. Companies that strive for a right to play have to identify future business opportunities and need to cover the relevant strategic control points. But the transformation needs to be conducted fast, otherwise the answer to the question raised in the title is almost obvious: Big data will feed the world of tomorrow. Roland Berger Strategy Consultants, founded in 1967, is one of the world's leading strategy consultancies. With around 2,400 employees working in 50 offices in 36 countries worldwide, we have successful operations in all major international markets. Within our Global Automotive Practice we have a dedicated team of agricultural experts advising our clients on strategic and performance improvement programs. 9

BUSINESS OPPORTUNITIES IN PRECISION FARMING Authors Norbert Dressler Global Head off Commercial Vehicle Cluster Senior Partner Germany +49 711 3275-7420 Norbert.Dressler@rolandberger.com Sebastian Gundermann Partner Germany +49 89 9230-8142 Sebastian.Gundermann@ @rolandberger.com Stephan Keese Senior Partner USA / Brazil +555 11 97203-7332 Stephan.Keese@rolandberger.com Dr. Wilfried Aulbur Senior Partner India +91 22 3953-7502 Wilfried.Aulbur@rolandberger.com Junyi Zhang Partner China +86 1391 6924 798 Junyi.Zhang@ rolandberger.com 10

BUSINESS OPPORTUNITIES IN PRECISION FARMING Sebastien Amichi Partner France +333 (1) 70 39 4-282 Sebastien.Amichi@rolandberger.com Andrea Marinoni Partner Italy +39 (02) 29501-296 Andrea.Marinoni@rolandberger.com Satoshi Nagashima Partner Japan +81 3 358 76-683 Satoshi.Nagashima@rolandberger.com Eduard Cherkin Principal Russia +749522576455 Eduard.Cherkin@rolandberger.com Further authors: Christian Weber (Project Manager), Martin Höft (Consultant) 11

BUSINESS OPPORTUNITIES IN PRECISION FARMING Publisher Roland Berger Strategy Consultants GmbH Sederanger 1 80538 Munich Germany +49 89 9230-0 www.rolandberger.com Photo credits All images licensed from Roland Berger Strategy Consultants GmbH if not otherwisee indicated. Disclaimer This study has been prepared for f general guidance only. The reader shouldd not act on any information providedd in this study without receiving specific professional advice. Roland Berger Strategy Consultants GmbH shall not be liable for any damages resulting from the use of information contained in the study. THINK ACT App on itunes www.rbsc.eu/rb_itunes THINK ACT App on Google Play www.rbsc.eu/ /RB_GooglePlay 2015 Roland Berger Strategy Consultants C GmbH. All rights reserved. 12