Covering a service of more than 4,000 km², Chinese smart agriculture startup McFly provides hardware and software products
Given that it has 20 percent of the world’s population, but only 7 percent of its arable land, China faces a big challenge in agricultural development. The future of China’s agricultural sector lies in modernization, and the key to advancing this modernization lies in the development of technology. This is why building a modern agricultural monitoring eco-system is important, and it is where digital and technological solutions can make a huge difference.
Founded in 2016, Chinese startup Beijing McFly Technology Co., Ltd. aims to become the next generation, world-leading agricultural technology company. MCFLY is an AI and big data service provider focused on smart agriculture using modern agriculture platforms and smart farming technology, including drone and satellite imagery, and pattern modeling. The company provides information on local weather patterns and weed and insect threats to enable farmers to increase yields and confidently reduce pesticide use.
Three major departments: Agricultural Solutions, Technical Development, and Data Application
The headquarters of McFly is located in Beijing. More than 150 employees work here. The company also has five branches in China. Currently, McFly has three major departments: Agricultural Solutions, Technical Development, and Data Application. Agricultural Solutions generates 50% of revenue. Technical Development and Data Application share the other 50%.
- Agricultural Solutions: The focus is on UAV intelligent crop spray and smart crop protection. Business developers in this department help farmers to quickly leapfrog into modern, highly efficient agricultural techniques, and, at the same time, save water and reduce the use of fertilizers and pesticides. In 2020, McFly began to vigorously promote a franchise plan, hoping to cooperate with more franchisees to jointly expand the agricultural solutions market.
- Technical Development: The focus of this department is on agricultural research and development. The aim is to provide tools for the Agricultural Solutions department. 90% of employees in this department are scientists and developers. Most of the core technology in McFly comes from this department, including high resolution spatial/spectral integration, the McVision monitoring system, and pathological and pharmacological modelling.
- Data Application: This department focuses on the demand for agricultural data from rural, financial and insurance institutions. McFly collects and cleans the data, and then inputs it into the McInfo Field GeogInformation collection system. Users are then able to access the data through Mcloud to meet their requirements.
According to the Chinese Ministry of Natural Resources, China has maintained strong grains in production of more than 650 million metric tons for the last five consecutive years. Although the market is huge, agricultural modernization has been slow for historical reasons. How can the market be rapidly expanded to provide the products that users need? The co-founder and CTO of McFly, Long Liu, listed four main points:
- Software and hardware integration: In the Chinese market, selling hardware and software separately is not a solution. Therefore, an integrated software and hardware solution is McFly’s flagship product. Through hardware products such as McVision AgriDetector and McVision UAV, McFly is able to provide precision fertilization, pesticide spraying, and pest detection, supported by software systems such as the McInfo Field GeogInformation collection system and Mcloud.
- Core technology research: McFly regards itself as a technology service supplier, mainly focusing on databases and algorithms for agricultural remote sensing. Although McFly has hardware and software partners, the company insists on developing its own core algorithms and systems.
- Ensuring production: Increasing agricultural production is not the key issue farmers are concerned about. How to ensure production, is the key problem. Therefore, the monitoring of grain diseases and insect pests are the biggest challenges to maintaining agricultural production. In this regard, McFly focuses on rice production, which is the main food demand in China. The founding team at McFly has more than 30 years of experience in rice research from several academic institutions, and have built a large number of rice production, disease and pest monitoring models to maintain production levels.
- Matching customer needs: The Chinese agricultural market’s huge size means there are large differences in customer requirements. McFly currently focuses on medium-to-large enterprises. These customers have long-term plans and well-funded budgets, with the intention of building agricultural infrastructure to meet future challenges. Therefore, they tend to buy integrated software and hardware products and solutions.
100 million yuan revenue and global strategies
At present, the annual revenue of McFly is nearly 100 million yuan. The two major rice-production provinces of Jiangsu and Hubei provide nearly 80% of the revenue.
“Although people were affected by COVID-19 this year, the agricultural industry is stable. Agriculture is the basic industry of China. In technical development and data application, McFly’s revenue increased in 2020,” said Long Liu.
At the end of 2019, McFly announced four global strategies, including establishing a digital farm in Montreal, Canada, and the acquisition of Canadian smart agriculture start-up, Geospatial Vision.
In the agricultural service market, customers often compare McFly with DJI and XAG. In fact, DJI and XAG focus more on hardware. McFly, on the other hand, is also a technology service supplier, but mainly focuses on remote sensing technology, algorithms, and data for agriculture.
The core advantage of McFly is the accumulation of data and models. Sufficient time is required to understand a crop and develop crop production models. Furthermore, McFly hopes to create a standard for establishing crop production models, and standardize more models.
“More and more farmers accept UAV for agricultural services,” said Long Liu. In the next ten years, rapid growth is forecast for the Chinese agriculture service market, which will increase the company’s market share and provide further opportunities. The biggest challenge for farmers at present is funding, not technology. Agricultural technology has been developing for many years in China, and consequently, modern technology has developed beyond the basic needs of most farmers. The biggest burden of most farmers is to acquire funding to take advantage of smart devices that support agricultural production.
[This article was first published on 36Kr and been republished on Geoawesomeness]
So, you work with location data? Let’s talk ethics…
Anybody who has worked with location data will agree that geospatial analytics is one of the most powerful tools an organization can leverage today to optimize business decisions and improve profitability.
Continually improving location data technologies are being used to create new capabilities for targeted advertising, supply chain management, consumer services (maps, delivery, micro-mobility), planning and economic development, public service provision, sustainable resource management, fighting climate change, and so much more. No wonder the global location analytics industry – which was pegged at at $10.29 billion in 2019 – is anticipated to hit $31.13 billion by 2027.
But as powerful as location data may be, it is not devoid of some unique sensitivities.
Even supposedly anonymous location data can reveal highly sensitive details about people’s behaviors, patterns, and also personal life, as this New York Times investigation reveals. Paul Ohm, a law professor and Chief Data Officer at the Georgetown University Law Center, insists that location anonymity a myth and that really precise, longitudinal geolocation information is “absolutely impossible” to anonymize.
“DNA is probably the only thing that’s harder to anonymize than precise geolocation information”
– Paul Ohm, Georgetown University Law Center
So, when privacy risks are inherent in the location data ecosystem, why isn’t ethics a forefront issue for any and all organizations dealing with such data? Especially at a time when COVID-19-related tracking and surveillance has put location data at the heart of the debate around digital privacy, why aren’t individuals, businesses, and government agencies doing more to restore public trust in location technology?
“Data ethics has matured as a field of exploration, and guidelines have been developed for many fields, but not for geospatial data,” admits Denise McKenzie, co-director of the Benchmark Initiative, a forum founded to open a dialogue between government, industry, and academia around the ethics of the use of location data.
“I think the first time I started to understand location data ethics as a trend was when the Cambridge Analytica story hit the news in early 2018,” she recalls. “Of course, there were various other incidents before that time, but it was this one that really crystalized for me the potential harm that could be done when we combine people’s personal data, including location, with other data.”
The steering committee member for Women in Geospatial+ had another think coming while presenting at an insurance industry event. As the participants discussed the issues surrounding the use of people’s personal location data for obtaining better insurance premiums, many avered that they were comfortable sharing their own location, but not their child’s, even if it translated into lower premiums.
“More recently,” McKenzie says, “the best light bulb moment was during one of the panels for Benchmark Initiative when the panelists were asked if they would download a COVID-19 tracing app. They all replied ‘I don’t know’. Now, this response was not because they knew the government was not handling location data properly, but because they did not have enough information from the government about what would happen with the location data and where it might be used after it was collected.”
This made McKenzie realize that one of the biggest issues that both data collectors (location industry) and data providers (common people) faced was that of communication and transparency.
“As a profession we need to get better at explaining what we are doing, why and how it is happening. And this has to be done in a way that anyone can understand and make an educated choice to opt-in,” says McKenzie, who is also the Chair of the board of directors for the Association for Geographic Information (AGI) in the UK.
A Guide for Responsible Use of Location Data
Geospatial applications are part of the Fourth Industrial Revolution, along with Artificial Intelligence and the Internet of Things. And addressing the risks and challenges associated with the ecosystem is crucial for developing the maturity and social acceptance of location technologies.
So, earlier this month, a coalition of location data practitioners launched an ethics charter to promote the responsible use of location technology. The Locus Charter, as it is called, is facilitated by the Benchmark Initiative and the American Geographical Society’s EthicalGEO program – both of which supported by a philanthropic investment firm, Omidyar Network.
As governments started building mobile apps and dashboards to track COVID-19-infected people in 2020, the conversation around the use of location data also picked up pace. It was then that the Benchmark Initiative and EthicalGEO realized the growing need for a shared set of principles and language that would help guide the world’s location data professionals in such unprecedented times.
“The realization that there was a lack of shared terms and principles was there from the start. We knew that in international data ethics debates, geospatial had been left behind a little,” McKenzie accepts. “And then in the course of Benchmark and EthicalGEO programs, on a number of occasions, questions came up as to what responsible practice should look like, and how to start codifying it.”
So then, over a course of six months, the Benchmark Initiative and EthicalGEO teams started recording ethics-related themes that came up in their work. These were then further developed into discussions and a series of international roundtables. Hundreds of people joined the workshops organized by the two groups to give feedback on the early drafts of the Locus Charter.
Finally, a version was finalized which, according to Nadine Alameh, CEO of the Open Geospatial Consortium, “balances the technical innovation work of the geospatial tech community and brings us all one step closer to well-rounded guidance on the use of location information in today’s world.”
The Locus Charter Principles
- Realize the benefits location data offer to society and economies
- Understand the potential impacts of using location datasets
- Do no harm when using location data
- Protect the vulnerable
- Recognize and address the impacts of bias in data
- Respect people’s dignity by avoiding unnecessary intrusion
- Do not collect or use more data than necessary for a task
- Actively protect privacy and seek consent
- Prevent identification of individuals
- Provide accountability about how data is used.
A Movement for Cultural Change
“The Locus Charter is all about bringing a culture change to the way we develop our location data services and projects,” says McKenzie. “This means moving toward a place where we think ‘ethical/responsible first’ and embed asking challenging questions about what, why, and how we are undertaking our work.”
McKenzie acknowledges that the Charter is only the first step toward what will be a process of “culture change”. She knows it will take time.
“We are encouraging people to use the Locus Charter in practice, and then if they find it helps them deliver value in their organization, to publicly acknowledge that. We know that most organizations can’t simply agree to a set of principles at first sight. There are always internal processes.”
But, the thing to remember is that this is the first public version of the Locus Charter, and it needs to be owned by everyone in the location data community. This is why McKenzie is urging everyone who is interested in this movement for culture change to join the Community, to keep in touch, and contribute to the development of the initiative.
“The COVID-19 pandemic generated an immediate interest in tracking infections, and many countries quickly showed that there was not a good basis of shared knowledge or values to have effective discussions about what could be done in practice,” McKenzie recollects.
“Low public trust in technology can have public health consequences, as we have seen with lower-than-expected uptake in track and trace apps that help in the fight against COVID-19. If we want location technology to fulfill its potential as an effective tool for the public good, then it must enjoy a high degree of public confidence.”
The Locus Charter offers an opportunity to do just that. By setting out the key areas where attention can improve standards of practice, help to protect vulnerable groups, and safeguard individual privacy and the broader public interest, the Locus Charter can pave the way for shared, international principles for responsible use of location data.
As Lisa Allen, Head of Data and Analytical Services at Ordnance Survey, sums up, “The ethical use of data is fundamental. Using this common framework sets a standard across location data. It is essential for our customers to trust our industry in our use of data. Location data offers greater insights, better decisions, and smarter outcomes. By embedding this charter, it is a commitment to managing and analyzing location data in an ethical way.”
To join the Locus Charter Community, click here.