Научная статья на тему 'DIGITALIZATION OF THE RUSSIAN AGRO-INDUSTRIAL COMPLEX: MODERN TRENDS AND DEVELOPMENT PROBLEMS'

DIGITALIZATION OF THE RUSSIAN AGRO-INDUSTRIAL COMPLEX: MODERN TRENDS AND DEVELOPMENT PROBLEMS Текст научной статьи по специальности «Экономика и бизнес»

CC BY
195
26
i Надоели баннеры? Вы всегда можете отключить рекламу.
Ключевые слова
AGRO-INDUSTRIAL COMPLEX / DIGITAL TECHNOLOGIES / DIGITALIZATION OF THE AGRICULTURAL SECTOR / GOVERNMENT SUPPORT / DIGITAL GAP

Аннотация научной статьи по экономике и бизнесу, автор научной работы — Mitrofanova I.V., Inshakova E.I., Dovbiy I.P.

The study’s relevance is determined by the fact that digital transformation of the agro-industrial complex will help to cope with the global and national challenges facing agro-industrial production in Russia. This paper will explore the factors influencing the digitalization of the agro-industrial complex. The studyhypothesizes that the existing institutional environment and unavoidable risks of the digital gap present the main obstacles to the digital transformation of the Russian agro-industrial complex. The study employs the following research methods in the framework of the evolutionaryapproach: structural and functional, temporal and spatial, comparative and documentary analysis, along with statistical and graphical techniques. Special attention in the research methods was paid to drawing a comparison between the digital transformation of the agro-industrial complex in Russia and on a global scale. By using the proposed methods, analyzing trends and institutional backing for digital transformation in the agro-industrial complex is possible. Consequently, the factors and conditions that cause and lessen the digital divide in Russia’s agricultural sector were determined. The scientific novelty of the study lies in the identification and analysis of digital gaps (industrial, intra-industrial, time-related, human resource, social, market, and transformational ones) that inhibit the digital transformation of the agro-industrial complex. In this research, the authors prove that bridging these digital gaps will expedite the agro-industrial complex’s shift to Agriculture 4.0 in Russia.

i Надоели баннеры? Вы всегда можете отключить рекламу.
iНе можете найти то, что вам нужно? Попробуйте сервис подбора литературы.
i Надоели баннеры? Вы всегда можете отключить рекламу.

Текст научной работы на тему «DIGITALIZATION OF THE RUSSIAN AGRO-INDUSTRIAL COMPLEX: MODERN TRENDS AND DEVELOPMENT PROBLEMS»

®

www.volsu.ru

DOI: https://doi.org/10.15688/ek.jvolsu.2023.2.5

UDC 338.43(470+571):004 Submitted: 01.02.2023

LBC 65.9(2Рос)32-55 Accepted: 02.03.2023

DIGITALIZATION OF THE RUSSIAN AGRO-INDUSTRIAL COMPLEX: MODERN TRENDS AND DEVELOPMENT PROBLEMS 1

Inna V. Mitrofanova

Federal Research Centre the Southern Scientific Centre of the Russian Academy of Sciences,

Rostov-on-Don, Russian Federation;

Volgograd State University, Volgograd, Russian Federation

Elena I. Inshakova

Volgograd State University, Volgograd, Russian Federation

Irina P. Dovbiy

South Ural State University (National Research University), Chelyabinsk, Russian Federation

Abstract. The study's relevance is determined by the fact that digital transformation of the agro-industrial complex will help to cope with the global and national challenges facing agro-industrial production in Russia. This paper will explore the factors influencing the digitalization of the agro-industrial complex. The study hypothesizes that the existing institutional environment and unavoidable risks of the digital gap present the main obstacles to the digital transformation of the Russian agro-industrial complex. The study employs the following research methods in the framework of the evolutionary approach: structural and functional, temporal and spatial, comparative and documentary analysis, along with statistical and graphical techniques. Special attention in the research methods was paid to drawing a comparison between the digital transformation of the agro-industrial complex in Russia and on a global scale. By using the proposed methods, analyzing trends and institutional backing for digital transformation in the agro-industrial complex is possible. Consequently, the factors and conditions that cause and lessen the digital divide in Russia's agricultural sector were determined. The scientific novelty of the study lies in the identification and analysis of digital gaps (industrial, intra-industrial, time-related, human resource, social, market, and transformational ones) that inhibit the digital transformation of the agro-industrial complex. In this research, the authors prove that bridging these digital gaps will expedite the agro-industrial complex's shift to Agriculture 4.0 in Russia.

Key words: agro-industrial complex, digital technologies, digitalization of the agricultural sector, government support, digital gap.

g Citation. Mitrofanova I.V, Inshakova E.I., Dovbiy I.P. Digitalization of the Russian Agro-Industrial Complex: ^ Modern Trends and Development Problems. Vestnik Volgogradskogo gosudarstvennogo universiteta. Ekonomika ^ [Journal of Volgograd State University. Economics], 2023, vol. 25, no. 2, pp. 59-71. DOI: https://doi.org/10.15688/ S ek.jvolsu.2023.2.5

1 ' Q

4 УДК 338.43(470+571):004 Дата поступления статьи: 01.02.2023

W ББК 65.9(2Рос)32-55 Дата принятия статьи: 02.03.2023

J ЦИФРОВИЗАЦИЯ АПК РОССИИ:

J СОВРЕМЕННЫЕ ТЕНДЕНЦИИ И ПРОБЛЕМЫ РАЗВИТИЯ 1

g Инна Васильевна Митрофанова

Федеральный исследовательский центр Южный научный центр РАН, ° г. Ростов-на-Дону, Российская Федерация;

jj Волгоградский государственный университет, г. Волгоград, Российская Федерация

о

Елена Ивановна Иншакова

Волгоградский государственный университет, г. Волгоград, Российская Федерация

Ирина Павловна Довбий

Южно-Уральский государственный университет (национальный исследовательский университет),

г. Челябинск, Российская Федерация

Аннотация. Актуальность исследования определяется тем, что поиск проблем развития цифровой трансформации агропромышленного комплекса позволит справиться с глобальными и национальными вызовами, стоящими перед агропромышленным производством в России. Цель статьи - выявить тенденции, определяющие цифровизацию агропромышленного комплекса страны, который подвержен влиянию факторов, формирующихся на глобальном и национальном уровнях. В работе выдвинута гипотеза о том, что существующая институциональная среда и неизбежные риски цифрового разрыва представляют собой основные препятствия для цифровой трансформации отечественного агропромышленного комплекса. В рамках эволюционного подхода в статье использованы следующие методы исследования: структурно-функциональный, пространственно-временной, сравнительного и документального анализа, а также статистический и графический методы. Особое внимание в методологии исследования уделено проведению сравнительного изучения цифровой трансформации агропромышленного комплекса в России и в мире. Использование предложенной методологии позволило выявить тенденции и проанализировать институциональное обеспечение цифровой трансформации агропромышленного комплекса; а также определить условия и факторы, определяющие формирование и нивелирование цифрового разрыва в АПК России. Научная новизна исследования заключается в выявлении и анализе цифровых разрывов (производственных, внутрипроизводственных, временных, кадровых, социальных, рыночных, трансформационных), которые тормозят цифровую трансформацию АПК. Авторы обосновывают, что преодоление этих цифровых разрывов ускорит переход агропромышленного комплекса России на формат «Сельское хозяйство 4.0».

Ключевые слова: агропромышленный комплекс, цифровые технологии, цифровизация сельскохозяйственного сектора, государственная поддержка, цифровой разрыв.

Цитирование. Митрофанова И. В., Иншакова Е. И., Довбий И. П. Цифровизация АПК России: современные тенденции и проблемы развития // Вестник Волгоградского государственного университета. Экономика. - 2023. - Т. 25, №№2. - С. 59-71. - (На англ. яз.). - DOI: https://doi.Org/10.15688/ek.jvolsu.2023.2.5

Introduction

Achieving the goals and objectives of sustainability requires enhancing the efficiency of the agro-industrial complex, which can receive a new impetus for development from digitalization. The digital transformation of the agro-industrial complex is one of the global challenges for world economic development in the 21st century [Future of Food ... , 2019], contributing to the achievement of a world free of hunger, which is the critical UN sustainable development goal. Digital transformation, which allows receiving information about the situation in real time to make prompt decisions [Rose et al., 2018], has a global character, going beyond the level of individual farms and producers.

The agro-industrial complex of Russia as a supra-industry imminently plays a crucial role in a new type of economic formation, anticipating future climate change. In response to global

trends, the Russian authorities are developing strategic measures to enhance the digital transformation of the agro-industrial and fishery complex for the period until 2030. The adoption by the Russian Government of several strategic documents related to food security and digitalization of the agro-industrial sector results from the growing understanding that digital transformation will help to cope with the global and national challenges facing agro-industrial production in the country. The Ministry of Agriculture of the Russian Federation is allocating 50 billion roubles for these purposes [Do 2030 goda ... , 2021]. For example, the digitalization of grain production will allow the country to increase yields by 40% and reduce costs by 23% [Prognoz nauchno-tekhnologicheskogo razvitiya ... , 2017].

The digital trends embraced mainly by large agro-industrial enterprises in the agricultural sector of the Russian Federation include artificial intelligence technologies, Big Data, the Internet of

Things, smart factories, virtualization, service modes, new business models, etc. The advantages of modern digital technologies are that they:

- meet the needs in the formation of optimal soil-agro-technical and organizational-territorial conditions [Gostev et al., 2020], providing expanded reproduction of the agro-industrial complex following the requirements of the environmental protection policy and soil fertility conservation;

- act as the essential production factor that contributes to 'the maintenance, expansion, and upgrade of economic and production performance of the most important structures of the agro-industrial complex components' [Fedotova et al., 2021];

- promote intersectoral cooperation, which includes finding solutions to problems that previously were out of the scope of their competence [Arvanitis et al., 2020];

- have a heavy impact on the entire value chains in the industrial sectors of the economy [Xu et al., 2018; Pfeiffer, 2017];

- become more accessible to agricultural producers and enhance the investment attractiveness of the industry: in 2020, global investments in agri-food technologies amounted to 22.3 billion US dollars, including venture capital that increased to 5.0 billion dollars [Agrifood Tech Investment Review 2020].

In numerous studies that focus on the digitalization features of the agro-industrial complex in Russia, researchers substantiate the necessity and expediency of its digital transformation [Astakhova et al., 2018; Izmailov et al., 2019]. They discuss the potential of public-private partnerships that rely on co-financing [Lovchikova et al., 2019]; reveal its regional specifics [Skvortsov et al., 2018; Shafikov, 2018]. They also point out the need to adapt business processes and management in this sector because the benefits from digital applications in the agro-industrial complex exceed those expected from automating such industries as construction, insurance, and trade. Also, researchers mention exceeded wear limits, obsolescence of fixed assets, and a low degree of digital transformation in the agricultural sector as causes of the unbalanced structure of the national economy. From a historical perspective, the processes of automation, electrification, and informatization

existed before the digitalization of the agro-industrial complex in Russia [Ognivtsev, 2019; Mitrofanova et al., 2019b].

Legal and institutional support is one of the main conditions that enable digital transformation: firstly, since outdated legal practices continue to be implemented, it is vital to eliminate gaps related to the use of information and digital technologies in the agricultural sector in the legal regulation [Kolotkina, 2020; The Russian Agricultural Sector... , 2020]; secondly, legal mechanisms for the implementation of national strategic initiatives that meet the challenges arising from the digital transformation of the agro-industrial complex should be developed [Fomin, 2019].

In this context, the target conflict, generated by the need to increase productivity that often results in environmental pollution, for example, soil erosion, requires special attention [Digitalization of Agricultural Production ... ,

2018]. It should be said that specific indicators of anthropogenic impact per capita and unit of gross national product (GNP) in Russia are among the highest in the world, and about 15.0% of the whole territory of the country suffers from severe environmental damage [Akmarov et al.,

2019].

At the turn of the 2020s, the digital divide between agricultural producers in Russia and farmers in developed countries in terms of the level of information technology implementation was due to several reasons:

- the path dependence paradox and the conservatism in land relations [Prognoz nauchno-tekhnologicheskogo razvitiya ... , 2017];

- low expertise and qualifications in modern technologies [Akmarov et al., 2019];

- restrictions that arise from agro-climatic factors and adherence to outdated agronomic methods; sluggishness and low development of legal culture; low adaptation to sustainable development rules; lack of standardization for food trade; and other reasons [Kolotkina, 2020; The Russian Agricultural Sector ... , 2020].

Carried out in the context of global development trends, the digitalization of the Russian agro-industrial complex displays national specificity, which requires research. It is vital to identify factors that define the digital transformation of the industry. It is also essential to address the digital gaps that act as the main

obstacles to the development and digitalization of the agro-industrial complex [Digitalization of Agricultural Production ... , 2018; Agricultural Markets, 2020].

Methods

The research employs the methodology of the evolutionary approach using structural and functional, temporal and spatial, comparative and documentary analysis, along with statistical and graphical techniques. The database for the research uses information materials retrieved from the official sites of the Government of the Russian Federation, the Ministry of Agriculture of the Russian Federation, the Federal State Statistics Service, and analytical reports delivered by specialized foreign and national organizations and institutions. The paper utilizes the results of the studies on the topic obtained by the scholars in Russia and abroad, as well as the results of the previous studies conducted by the contributors.

Results and discussion

Ranked 23rd in the Global Food Security Index [Global Food Security Index 2021 ...] with 10% of the arable and 40.0% black earth lands in the world, Russia is an agro-industrial country and a leading player in the global agro-food market (19th place), exporting products to more than 150 countries [Savin et al., 2018]. According to official statistics, between 2011 and 2020, the output of agricultural products increased by 80.6%, and its exports grew by 154.2%. Since the early 2000s, Russia has become the world's largest grain exporter. According to estimates, in the 2030s and 2040s, the country will increase exports to about 35-40 million tons of grain per year; however, grain yields in Russia are still three or four times lower than in the USA and Germany [The Future of Agriculture ... , 2022]; the rate of energy-to-labor ratio is comparatively low; and the depreciation of fixed assets comprises 40.5% [Stepen' iznosa osnovnykh fondov, 2021].

Along with the low level of digitalization, the loss of agricultural products reaches up to 40.0% throughout the entire production cycle [Ministry of Agriculture ... , 2018]. The dependence on imports of agricultural machinery (42.0% of the domestic market [Itogi 2020 goda ... , 2020]),

materials, and components aggravates the situation.

The institutional nature of the digitalization of the agro-industrial complex is due to the influence of formal and informal institutions on its efficiency and sustainable reproduction [Inshakov, 2003]. Traditional institutions in the agro-industrial complex include market self-regulation of supply and demand; corporate regulation of the entire value chain; state regulation of legislative, executive, and control mechanisms; and state support for the industry.

Although an analysis of the market and corporate self-regulation in the Russian agricultural sector requires a separate study, the general description of the state of these institutions is as follows:

- an unfavorable institutional environment is singled out as the main reason hindering the digitalization of the Russian economy and the development of digital technologies by the business [Mitrofanova et al., 2019a; Alpidovskaya et al., 2020; Mitrofanova et al., 2020];

- the complexity of state management in the agricultural sector due to the heterogeneity and geographical dispersion of economic entities [Kurdyumov et al., 2020];

- the presence of digital gaps that have developed in the economy [Agricultural Markets ... , 2020; Ministry of Agriculture ... , 2018].

However, significant progress in state regulation of the agricultural sector in Russia has been made in the last few years. Over the past five years, several strategic and program documents and norms have been adopted, that stipulate, first, rules and regulations for introducing modern technologies in the agro-industrial business, including digital ones; second, a list of subjects, a procedurally and normatively regulated list of actions and powers for the digitalization of the agro-industrial complex: the National Security Strategy, the Doctrine of Food Security, the Strategy for the Sustainable Development of Rural Territories, the Strategy for the Development of Agro-Industrial and Fisheries Complexes, the Strategy of the Information Society Development, the State Program for the Development of Agriculture and the Regulation of Markets for Agricultural Products, Raw Materials and Food, the State Program "Digital Economy", the Federal

Scientific and Technical Program for the Development of Agriculture for the period of 2017-2025, the National Action Plan for the First Stage of Adaptation to Climate Change for the period up to 2022, etc.

Although the authorities have created several formal institutions for the digital transformation of the agro-industrial complex in Russia, their effectiveness is not sufficient. The study of other (formal and informal) institutions is beyond the scope of this study.

The digitalization of the agricultural sector is under the influence of long-term trends and faces challenges that are typical for the global agro-industrial complex but have national specifics (Table 1).

The advent of the agro-industrial complex's digital transformation dates back to the 1990s, when the authorities created the Unified State Register of Soil Resources of Russia (USRSR) and first digitized the soil map of Russia, which is annually updated.

Long-term trends and challenges Global scale National scale (specificity of digital transformation in Russia)

Challenge Effect

Economic and structural a gap between growing demand and inadequate food supply rise in food prices limited economic availability of food; limited access of small agricultural producers to marketing channels; lack of production capacity to cover domestic demand for agricultural products

the development of technologies and the introduction of business models for the agro-industrial complex are changing the traditional way of life bankruptcy of companies and the reduction of employment; degradation of arable land and infrastructure the growing role of TNCs; growing exports, but at the expense of added value; customization and personalization of agro-industrial products and services

a large share of subsidiaries and small farms in the structure of the agro-industrial complex deprived of access to state-of-art means of mechanization, automation, chemicalization and digitalization. The result is low productivity, high unit costs, strong dependence on the human factor

subsidizing agricultural production in developed countries makes the agro-industrial complex of developing countries uncompetitive increasing dependence on imports of equipment, technologies, raw materials and products high debt load at the current loan rates that absorb the current profit; limited access to financial resources, including long-term loans; lack of funding for the modernization of fixed assets

Social growing popularity of a healthy lifestyle; demand for healthy and organic food growing demand for organic products in the world household spending on food comprises up to 50 percent of the income; the structure of consumption is dominated by cheap low-quality products; low level of availability of "healthy" foodstuff for the general population

increasing stratification in the size of income ; unequal access to high-quality healthy products; inequality of incomes between urban and rural populations; poor standard of living in the countryside

reduction in employment, unemployment; the outflow of the population, especially young people; aging farmers deterioration of the situation of the rural population, degradation of developed space high unemployment rate and growing depopulation of rural areas;

urbanization and population concentration in metropolitan areas and large cities the problem of uninterrupted food supply the lack of attractive jobs

Table 1. Trends in agro-industrial complex development arising from digital transformation

End of table 1

Long-term Global scale National scale (specificity of digital transformation in Russia)

trends and challenges Challenge Effect

global climate change reduction of the agro-climatic potential of the planet emergence of epitophies and epizootics as a result of climate change

loss of soil fertility, undermining the lack of attention to soil resources, that results in

depletion of water sources sustainable their withdrawal from agricultural circulation;

Ecological development of rural rich raw material base for the production of

and a reas environment-friendly products; growing scarcity

Natural- of fresh water

resource reduction in varietal and missing opportunities weak protection of intellectual property in

natural diversity for long-term diversification breeding and biotechnologies; high dependence on imports of genetic resources

decrease in the development of threats coming from illegal fishing in Russian

bioproductivity of the world aquaculture of low- waters

ocean value fish species

conservative view of the slow development of low support and lack of end-to-end planning on

agro-industrial complex technologies and markets behalf of the state

food security requirements increased induced by politics barriers to Russian

iНе можете найти то, что вам нужно? Попробуйте сервис подбора литературы.

at national levels international trade agricultural export

Political barriers

and Institu- threats of bioterrorism and increased costs of the threat of uncontrolled spread of GMOs

tional acts of covert biological warfare phytosanitary and veterinary control

food or fuel dilemma increased risks in the biofuel industry high administrative barriers and transaction costs; long chains of intermediaries (wholesale and retail) contribute to the redistribution of up to 90% of the margin in favor of chains and banks

high conservatism in land obstacles for new low prestige of professions in the agro-industrial

relations owners to enter the agricultural market complex

innovations in agriculture rejection of cloning low innovative culture;

Values- are considered as a threat to a nd genetic low level of funding and resource support for

based traditional life values engineering technologies, new methods of animal husbandry scientific research in the field of agro-industrial complex and food industry; local innovative developments have a weak adaptive and integrative capacity for various types of farms

development of transition to a circular inadequate application of competitive

intersectoral platform economy, resource- technological reserves developed in various

technologies in the agro- efficient production industries in the agro-industrial complex;

industrial complex, total processes low geographical scope of IT infrastructure and

computerization communications;

Techno- crisis in fundamental agricultural science

logical outdated technological reduced yields and huge losses due to poor logistics, backlog in

paradigm, the necessity of productivity, large- agricultural technologies;

transition to a new one scale losses in va lue c hains lack of facilities for deep processing of agricultural products; lack of dealer and service centers for the sale and maintenance of agricultural machinery

Note. Compiled by the authors based on: [Altukhov et al., 2019; Ognivtsev, 2019; Prognoz nauchno-tekhnologicheskogo razvitiya ... , 2017; Status of Digital Agriculture, 2020].

In 2014, the System for Monitoring and Forecasting Food Security of the Russian Federation (SMPB) was established, which generates information from the Federal State Statistics Service of the Russian Federation, the Federal Customs Service of Russia, and reports from municipal and regional governments. The Ministry of Agriculture of the Russian Federation used online services to analyze data and generate forecast balances and summary information on the state of food reserves and the dynamics of prices for food and agricultural products.

In 2016, the State Information System for Ensuring Food Security was designed to automate information processing and improve the quality of responses to challenges and threats.

In 2018, the authorities launched the Unified Federal Information System on Agricultural Lands to increase the efficiency of agricultural land and maintain its fertility.

By 2021, the Ministry of Agriculture of the Russian Federation had developed a complex of information systems that performed accounting and registration of agricultural machinery (self-propelled machines and tractors) [Perechen' informatsionnykh system ... , 2022]; monitoring and forecasting food security; provision of electronic public services; maintenance of registers, provision of regulatory and reference information; planning and control of state program execution; collection and processing of accounting and specialized reports on subsidizing the agro-industrial complex; state data support for agriculture; provision of information on the location, condition and use of land; monitoring and assessing risks of the state, and scientific and technical support for the development of agriculture.

The digitalization of the Russian agro-industrial complex is moving towards the development of algorithms for the presentation of agronomic data in various formats that are understandable to end-users. To date, digitalization has achieved the following important results:

- digital bases providing decision support: digitization of maps and satellite data; formation of databases (meteorological, geobotanical, epidemiological, etc.) accessible via API, etc.;

- digitalization of production processes based on robotics, artificial intelligence (AI), and smart technology ("agricultural equipment with AI and analytics, satellites and drones, irrigation

systems and greenhouses", "Farming-as-a-Service" (FaaS), precision farming);

- Big Data, cloud services, and analytical platforms that provide structuring of unstructured agricultural data, forecasting climate risks, crop yields, etc. across all production chains in the agro-industrial complex;

- digitalization of sales (transparency of product movement along value chains based on blockchain, electronic exchanges of agricultural products);

- remote sensing of territories from satellites, GPS-based navigation, automated decision support systems, etc.

Thus, the digitalization of the agro-industrial complex in Russia is in full swing and will significantly transform value chains. However, agriculture clearly manifests digital gaps (sectoral, social, time, transformational, market, human resource, etc.), which must be eliminated, since digital technology dividends are not automatic and not everyone can benefit equally.

Sectoral gaps arise because industries embrace technologies with pronounced industry specifics. The finance, healthcare, and energy complexes display the highest level of digitalization, whereas the real sector of the economy, including the agro-industrial complex, shows the lowest level of digital transformation (See Table 2).

Intra-industry gaps arise due to the high proportion of small businesses that produce about 42.0% of agricultural products. Russia has a bipolar economy in agriculture. On the one hand, there are highly profitable farms and large agro-industrial complexes that have the financial resources to access digital technologies and platforms (PJSC Rusagro (AGRO); PJSC Cherkizovo Group (GCHE); PJSC PhosAgro (PHOR); PJSC Akron (AKRN). On the other hand, there are farms operating on the verge of break-even and small peasant (farm) enterprises using outdated technologies. The lag is due to underdeveloped infrastructure, conservatism and a lack of digital competencies, weak economic potential, and saving on the purchase of modern technologies reduces the ability to connect to telemetry platforms and manage the Internet of Things. In addition, the Russian agro-industrial complex has a large proportion of a shadow segment (about 80.0% of small forms of business) that is not ready and does not want to disavow

and integrate into the digital space of the national economy.

The digital gap between urban and rural areas leads to social gaps, which is the consequence of the insufficient development of rural digital infrastructure. Only 74.3% of agricultural enterprises in Russia have broadband access to the Internet; the Internet use at public access points in rural areas is 16.6%, and in urban areas it is 36.1% [Abdrakhmanova et al., 2021].

In rural areas, only 23.8% of the population aged 15-74 uses the Internet for purchasing goods and services, whereas in urban areas, this category of Internet users comprises almost 40.0%. The proportion of the population in rural areas that receives state and municipal services in electronic form is 67.0%, whereas in urban areas, this figure is 80.7%. The reasons for this digital gap are as follows: lack of interest (20.8%); insufficient skills (10.4%); high cost (7.0%); lack of technical capabilities (4.3%). Despite recent efforts to improve digital literacy, the digital gap between urban and rural areas, especially those farther out into the country, seems to persist for a long time [Tsifrovaya transformatsiya ... , 2019].

Time digital gaps, the span between the creation and implementation of digital technologies, arise for several reasons: the high cost of foreign equipment and technologies induced by the high volatility of the national currency; import dependence on the technologies and equipment for the production of higher value-added commodities, which in some sectors reaches over 80.0%; the lack of information technology; and the absence of global projections

of prices for agricultural products. In addition, the rapid development of technologies reduces their life cycle critically. Lack of knowledge about innovations and a weak or almost complete lack of interaction between farmers, research institutions, and developers also result in low demand for digitalization [Kurdyumov et al., 2020]. Among other reasons for the slow acceptance of digital technologies are the imperfection of informal institutions, adherence to old forms and methods of management at the micro-level, intangible internal resistance and rejection of digital technologies, alertness to transformations, distrust of artificial intelligence, and fear of cyber attacks.

Transformational gaps reflect the growing imbalance between the accumulation of digital information, on the one hand, and its storage, processing, and use, on the other. For instance, one of the most important trends in modern agriculture is precision agriculture, which is the core element of resource conservation based on "managing crop productivity concidering the intra-field variability of plant habitats" [Badenko et al., 2020, p. 21]. The solutions to these problems are associated with the use of high-precision positioning systems based on satellite systems, permanent communication channels, and the formation of a unique information base. Farmers are likely to regard participation in the analysis and processing of the data as a daunting task. The information should be as precise as possible to make prompt and effective decisions. Market gaps are caused by supply and demand for various digital technologies in agriculture (See Table 3).

Table 2. Industry demand for digital technologies in the Russian Federation (percentage)

Sectors and branches of the economy Digital technologies

Technologies of virtual and augmented reality AI Technologies Quantum Technol -ogies Innovative production technologies Robotics and Sensors Distributed Ledger Technology Wireless Technol-ogi es Digital technologies wide

Health Care 33.1 23.2 21.7 5.0 25.5 15.1 7.5 18.7

Industry 4.2 8.0 2.4 14.5 16.1 5.3 10.8 8.8

Agriculture 4.2 5.3 2.4 13.0 15.3 2.6 1.7 6.4

Construction 31.6 2.7 2.8 22.5 7.5 14.8 5.8 12.5

Fuel-Energy complex 19.3 10.4 26.7 25.5 9.6 14.6 37.5 20.5

Transport and Logistics 6.3 12.5 14.2 8.4 23.6 14.8 22.5 14.6

Finance 1.3 38.0 29.8 11.0 2.4 32.8 14.2 18.5

Note. Compiled by the authors based on: [Abdrakhmanova et al., 2020; Abdrakhmanova et al., 2021].

In the agro-industrial complex, digital transformation is associated with high costs, and its pace is determined by the socio-economic situation in the industry.

Human resource gaps represent the whole range of problems accumulated in the agro-industrial complex. In 2019, agriculture accounted for 2.2% of professionals using ICT intensively and only 0.3% of ICT professionals. At the same time, in industries not related to information and communications, these figures are, respectively, 42.0% and 5.4% in the financial and insurance sectors; 30.0 percent and 6.1 percent in research and technical professions; 22.2% and 1.7% in public administration, military security, and social security. The population with basic and advanced digital skills in rural areas comprises 22.0%; in urban areas, it is 65.0. The use of the Internet at workplaces in rural areas by the population aged 15-74 comprises 37.0%; in urban areas, it is 49.0% [Abdrakhmanova et al., 2020].

Human resource gaps are characterized not only by the insufficiency of research and developments in agricultural technologies but also by the low digital competence of the management staff of economic entities in the agro-industrial complex. There is a significant shortage of specialists in the labor market in the sector with

qualifications in digital agricultural technologies. With about 113 thousand people employed in the IT agro-industrial complex, the personnel deficit is about 90 thousand people.

Conclusion

The research revealed that the digital transformation of the agro-industrial complex in Russia shows features of two dialectically related global trends. On the one hand, the Russian agricultural sector faces long-term challenges that have emerged in the world and national economies; on the other hand, the agro-industrial complex exerts influence on the development of the domestic economy on the whole. Further development of the agro-industrial complex of Russia will follow the path of the new model formation, the so-called Agriculture 4.0, marked by complete innovation and digitalization.

This model is bound to ensure the saving of natural and economic resources and the preservation of the environment when producing high-quality environment-friendly products.

The digitalization of the agro-industrial complex in the Russian Federation coincides with global trends but displays national specifics. This situation is primarily due to the insufficient

Table 3. The level of acceptance of digital technologies in agriculture

The factors that form demand for digital technologies Technologies of virtual and augmented reality Neuroscience and Artificial Intelligence technologies Quantum Technologies Innovative production technologies Robotics and sensors Distributed ledger technology Wireless technology

The need to increase productivity

Shortage of qualified staff

Low efficiency of agricultural equipment

The need to reduce expenses for agricultural entities

The need to enhance quality and eco-friendliness of products

Reduction in yield due to agroclimatic risks

Note. Compiled by the authors based on: [Tsifrovye tekhnologii v rossiyskoy ekonomike, 2021]. Colour intensity indicates the significance of the factor.

development of market institutions and multiple digital gaps (industrial, intra-industrial, time-related, human resource, social, market, and transformational). Bridging these gaps is viewed as a necessary condition for accelerating the transition of the Russian agro-industrial complex to Agriculture 4.0.

For Russia, the transition to Agriculture 4.0 involves building a holistic model of agriculture on the scale of the national economy in alliance with infrastructure and related processing industries based on a single digital platform for managing the agro-industrial complex. This model should ensure transparency, information accessibility, efficiency and quality of decision-making in management, reliability of results, collection and systematization of reports, etc. The authors consider that prospective research projects should focus on the problems of institutional support for the digitalization of the agro-industrial complex and measures aimed at bridging digital gaps.

NOTE

1 The publication was prepared as part of the implementation of the State Assignment of the Southern Scientific Centre of the Russian Academy of Sciences, project "Strategic vectors of development of the socioeconomic complex of the south of Russia taking into account regional resilience (economic and demographic aspects)", state registration No. 122020100349-6.

REFERENCES

Abdrakhmanova G.I., Bykhovsky K.B., Veselitskaya N.N., Vishnevsky K.O. et al. Tsifrovaya transformatsiya otrasley: startovye usloviya i prioritety [Digital Transformation of Industries: Starting Conditions and Priorities]. Moscow, HSE, 2021. 239 p. Abdrakhmanova G.I., Vishnevsky K.O., Gokhberg L.M., Demidkina O.V. et al. Indikatory tsifrovoy ekonomiki: 2020: stat. sb. [Indicators of the Digital Economy: 2020: Statistical Collection]. Moscow, HSE, 2020. 268 p. Agricultural Markets and Sustainable Development: Global Value Chains, Smallholder Farmers and Digital Innovations. Rome, The Food and Agriculture Organization (FAO) of the United Nations, 2020. 164 p. Agrifood Tech Investment Review 2020. Finistere Ventures, 2020. URL: https://finistere.com/news/ finistere-ventures-2020-agrifood-tech-investment-review

Akmarov P.B., Gorbushina N.B., Knyazeva O.P. Osobennosti tsifrovoy transformatsii v agrarnom sektore ekonomiki [Peculiarities of Ddigital Transformation in the Agrarian Sector of Economy]. Agrarnoe obrazovanie i nauka [Agricultural Education and Science], 2019, no. 2, pp. 1-12.

Alpidovskaya M.L., Stompeleva E.S. Institutsionalnye osobennosti tsifrovizatsii rossiyskoy ekonomiki [Institutional Features of Digitalization of Russian Economy]. Vestnik Volgogradskogo gosudarstvennogo universiteta. Ekonomika [Journal of Volgograd State University. Economics], 2020, vol. 22, no. i, pp. 15-22. DOI: https://doi.org/10.15688/ek.jvolsu.2020.L2

Altukhov A.I., Dudin M.N., Anishchenko A.N. Global'naya tsifrovizatsiya kak organizatsionno-ekonomicheskaya osnova innovatsionnogo razvitiya agropromyshlennogo kompleksa RF [Global Digitalization as an Organizational and Economic Basis for the Innovative Development of the Agroindustrial Complex of the Russian Federation]. Problemy rynochnoy ekonomiki [Market Economy Problems], 2019, no. 2. pp. 17-27.

Arvanitis K., Symeonaki E. Agriculture 4.0: The Role of Innovative Smart Technologies Towards Sustainable Farm Management. The Open Agriculture Journal, 2020, vol. 14, no. i, pp. 130136. DOI: 10.2174/1874331502014010130

Astakhova T.N., Kolbanev M.O., Shamin A.A. Detsentralizovannaya tsifrovaya platforma selskogo khozyaystva [Decentralized Digital Platform of Agriculture]. Vestnik NGIEI [Bulletin of the Nizhny Novgorod State University of Engineering and Economics], 2018, no. 6 (85), pp. 5-17.

Badenko V.L., Fedotov A.A. Vysokotochnye sistemy pozitsionirovaniya dlya selskogo khozyaystva [High-Precision Positioning Systems for Agriculture]. Sbornik materialov konferentsii «Informatsionno-resursnaya tsifrovaya platforma razvitiya selskogo khozyaystva», Sankt-Peterburg, 02-05 sentyabrya 2020 g. [Collection of Materials of the Conference "Information Resource Digital Platform for Agricultural Development", St. Petersburg, September 02-05, 2020]. Saint Petersburg: Agrophysical Research Institute of RAS, 2020, pp. 21-25.

Digitalization of Agricultural Production in Russia for the Period 2018-2025. Deutsch-Russischer Agrarpolitischer Dialog. Kooperationsprojekt des Bundesministeriums für Ernährung und Landwirtschaft der Bundesrepublik Deutschland, 2018. 33 p.

Do 2030 goda Minselkhoz planiruet vlozhit v tsifrovizatsiyu APK 50 mlrd rubley [The Ministry of Agriculture Plans to Invest 50 Billion Rubles in the Digitalization of the Agro-Industrial Complex Until 2030]. TsTsTv APK [Center for Digital Transformation in AIC], 2021. https:// cctmcx. ru/o-tsentre/novosti/3042/ Fedotova G.V., Slozhenkina M.I., Mitrofanova I.V., Lamzin R.M., 2021. Iskusstvennyy intellekt kak innovatsionnyy vektor upravleniya regionalnym APK [Artificial Intelligence as an Innovative Vector of Managing the Regional Agro-Industrial Complex]. Regionalnaya ekonomika. YugRossii [Regional Economy South of Russia], vol. 9, no. 1, pp. 152-162. DOI: https://doi.org/ 10.15688/re.volsu.2021.1.13 Fomin A.A. Proekt «tsifrovoe selskoe khozyaystvo» -drayver innovatsionnogo razvitiya APK [The Project "Digital Agriculture" Is a Driver of Innovative Development of Agro-Industrial Complex]. APK: Ekonomika, upravlenie [AIC: Economics, Management], 2019, no. 11, pp. 72-76. DOI: 10.33305/1911-72 Future of Food: Harnessing Digital Technologies to Improve Food System Outcomes. Washington, DC, The World Bank Group, 2019. 40 p. Global Food Security Index 2021. The Economist Group, 2021. 49 p. URL: https://nonews.co/wp-content/uploads/2022/03/GFSI2021.pdf Gostev A.V., Pykhtin A.I., Semenova L. Program for the Rational Choice of Highly Cost-Effective Adaptive Technology of Grain Cultivation for Various Conditions of the European Part of the Russian Federation. Journal of Applied Engineering Science, 2020, no. 18 (2), pp. 216221. DOI: 10.5937/jaes18-26312 Inshakov O. Ekonomicheskie instituty i institutsii: k voprosu o tipologii i klassifikatsii [Social Nature and Specifics, Typology and Classification of Economic Institutions]. Sotsiologicheskie issledovaniya [Sociological Studies], 2003, no. 9, pp. 42-51.

Itogi 2020 goda dlya rossiyskogo rynka selskokhozyaystvennoy tekhniki: dinamika, tendentsii i perspektivy [The Results of 2020 for the Russian Market of Agricultural Machinery: Dynamics, Trends and Prospects]. RBKMagazin issledovaniy, 2020. URL: https:// marketing.rbc.ru/articles/12373/ Izmailov A.Yu., Godzhaev Z.A., Grishin A.P., Grishin A.A., Dorokhov A.A. Tsifrovoe selskoe khozyaystvo (obzor tsifrovykh tekhnologiy selkhoznaznacheniya) [Digital Agriculture (Review of Agricultural Digital Technologies)]. Innovacii v sel 'skom hozyajstve [Innovation in Agriculture], 2019, no. 2, pp. 41-52.

Kolotkina O.A. Otsenka pravovogo obespecheniya primeneniya informatsionno-tsifrovykh tekhnologiy v agropromyshlennom komplekse [Assessment of Legal Support for the Use of Information and Digital Technologies in the Agro-Industrial Complex]. Rossijskaya yusticiya [Russian Justice], 2020, no. 6, pp. 51-52. Kurdyumov A.V., Korolev A.V. Vnedrenie tsifrovykh tekhnologiy v selskom khozyaystve [Introduction of Digital Technologies in Agriculture]. Moskovskiy ekonomicheskiy zhurnal [Moscow Economic Journal], 2020, no. 12, pp. 369-383. DOI: 10.24411/2413-046X-2020-10867 Lovchikova Ye.I., Solodovnik A.I., Alpatov A.V. Razvitie tsifrovizatsii agropromyshlennogo kompleksa na osnove gosudarstvenno-chastnogo partnerstva: problemy i pers-pektivy [Development of Digitalization of Agroindustrial Complex on the Basis StatePrivate Partnership: Problems and Prospects]. Vestnik agrarnoj nauki [Bulletin of Agricultural Science], 2019, no. 6 (81), pp. 104-112. DOI: 10.15217/issn2587-666X.2019.6.104 Ministry of Agriculture of the Russian Federation. Moscow, 2018. URL: https://www.sas.com/ content/dam/S AS/ru_ru/doc/E vents/ Presentation/agro-bb-2018/2-gerasimov-digitalization-of-the-agroindustrial-complex.pdf Mitrofanova I.V., Inshakova E.I., Ryabova I.A., Shcherbina A.B. Tsifrovizatsiya sotsiokho-zyaystvennogo kompleksa Yuzhnogo fede-ralnogo okruga: pervye itogi realizatsii natsionalnoy programmy [Digitalization of the Socio-Economic Complex of the Southern Federal District: First Results of Implementing the National Program]. Regionalnaya ekonomika. Yug Rossii [Regional Economy. South of Russia], 2019a, vol. 7, no. 4, pp. 70-87. DOI: https://doi.org/10.15688/re.volsu.2019.4.8 Mitrofanova I.V., Pyankova S.G., Ryabova I.A., Obedkova L.V., Shcherbina A.B. Digitalization of the Russian Economy (Target-Oriented Approach): First Results, Risks and Prospects. Kolmykova T., Kharchenko E., eds. Digital Future Economic Growth, Social Adaptation, and Technological Perspectives. Cham, Springer Nature Switzerland AG, 2020, pp. 485497. DOI: 10.1007/978-3-030-39797-5_47 Mitrofanova I.V., Ryabova I.A., Fetisova O.V., Pyankova S.G., Shcherbina A.B. Tsifrovizatsiya ekonomiki: mir, Rossiya, regiony [Digital Economy: World, Russia, Regions]. Moscow, Berlin, Direct-Media, 2019b. 74 p. DOI: 10.23681/ 570917

Ognivtsev S.B. Tsifrovizatsiya ekonomiki i ekonomika tsifrovizatsii APK [The Digitization of

the Economy and the Economy of Digitalization in Agriculture]. Mezhdunarodnyy selskokho-zyaystvennyy zhurnal [International Agricultural Journal], 2019, no. 2, pp. 77-80. DOI: 10.24411/ 2587-6740-2019-12034 Perechen informatsionnykh sistem Minselkhoza Rossii [The Information System List of the Ministry of Agriculture of the Russian Federation]. Moscow, Ministry of Agriculture of the Russian Federation, 2022. URL: https:// mcx. gov. ru/analytics/infosystems/ Pfeiffer S. The Vision of "Industrie 4.0" in the Making -A Case of Future Told, Tamed, and Traded. NanoEthics, 2017, no. 11 (1), pp. 107-121. DOI: 10.1007/s11569-016-0280-3 Prognoz nauchno-tekhnologicheskogo razvitiya agropromyshlennogo kompleksa Rossiyskoy Federatsii na period do 2030 goda [S&T Foresight Study for the Russian Agricultural Sector Until 2030]. Moscow, HSE, 2017. 140 p. Rose D.C., Chilvers J. Agriculture 4.0: Broadening Responsible Innovation in an Era of Smart Farming. Frontiers in Sustainable Food Systems, 2018, no. 2 (87). DOI: 10.3389/fsufs.2018.00087 Savin I.Yu., Stolbovoy V.S., Avetyan S.A., Shishkonakova E.A. Karta raspakhannosti pochv Rossii [Map of Plowed Soils of Russia]. Byulleten Pochvennogo instituta imeni V.V. Dokuchaeva [Dokuchaev Soil Bulletin], 2018, no. 94, pp. 38-56. DOI: 10.19047/0136-16942018-94-38-56 Shafikov T.A. Otsenka vozmozhnostey vnedreniya elementov tsifrovogo selskogo khozyaystva v regione (na primere respubliki Bashkortostan) [Assessment of the Possibilities of Introducing Elements of E-Agriculture in the Region (On the Example of the Republic of Bashkortostan)]. Nauchnye zapiski molodyh issledovatelej

[Scientific Notes of Young Researchers], 2018, no. 2, pp. 41-55.

Skvortsov E.A., Skvortsova E.G., Sandu I.S., Iovlev G.A. Perekhod selskogo khozyaystva k tsifrovym, intellektualnym i robotizirovannym tekhnologiyam [Transition of Agriculture to Digital, Intellectual and Robotics Technologies]. Ekonomika regiona [Economy of Regions], 2018, no. 14 (3), pp. 1014-1028. DOI: 10.17059/ 2018-3-23

Status of Digital Agriculture in 18 Countries of Europe and Central Asia. International Telecommunication Union; Food and Agriculture Organization of the United Nations, 2020. 102 p.

Stepen iznosa osnovnykh fondov, 2021 [The Degree of Depreciation of Fixed Assets, 2021]. Moscow, Rosstat, 2022. URL: https:// rosstat. gov. ru/folder/14304

The Future of Agriculture. The Economist. Technology Quarterly. 2022. URL: https:// www. economist. com/technology-quarterly

The Russian Agricultural Sector on the Way to Sustainable Development: Problems and Prospects. Deutsch-Russischer Agrarpolitischer Dialog. Kooperationsprojekt des Bundesministeriums für Ernährung und Landwirtschaft der Bundesrepublik Deutschland, 2020. 14 p.

Tsifrovaya transformatsiya selskogo khozyaystva Rossii [Digital Transformation of Agriculture in Russia]. Moscow, Rosinformagrotekh, 2019. 80 p.

Tsifrovye tekhnologii v rossiyskoy ekonomike [Digital Technologies in the Russian Economy]. Moscow, HSE, 2021. 116 p.

Xu L.D., Xu E.L., Li L. Industry 4.0: State ofthe Art and Future Trends. International Journal of Production Research, 2018, vol. 56, no. 8, pp. 29412962. DOI: 10.1080/00207543.2018.1444806

Information About the Authors

Inna V. Mitrofanova, Doctor of Sciences (Economics), Chief Researcher, Laboratory of Regional Economy, Federal Research Centre the Southern Scientific Centre of the Russian Academy of Sciences, Chekhova St, 41, 344006 Rostov-on-Don, Russian Federation; Professor, Department of Economic Theory, Regional Economy and Entrepreneurship, Volgograd State University, Prosp. Universitesky, 100, 400062 Volgograd, Russian Federation, [email protected], https://orcid.org/0000-0003-1685-250X Elena I. Inshakova, Doctor of Sciences (Economics), Professor, Department of Economic Theory, Regional Economy and Entrepreneurship, Volgograd State University, Prosp. Universitetsky, 100, 400062 Volgograd, Russian Federation, [email protected], https://orcid.org/0000-0003-3176-7784

Irina P. Dovbiy, Doctor of Sciences (Economics), Professor, Department of Economic Security, South Ural State University (National Research University), Prosp. V.I. Lenina, 76, 454080 Chelyabinsk, Russian Federation, [email protected], https://orcid.org/0000-0002-4684-5282

Информация об авторах

Инна Васильевна Митрофанова, доктор экономических наук, главный научный сотрудник лаборатории региональной экономики, Федеральный исследовательский центр Южный научный центр РАН, просп. Чехова, 41, 344006 г. Ростов-на-Дону, Российская Федерация; профессор кафедры экономической теории, региональной экономики и предпринимательства, Волгоградский государственный университет, просп. Университетский, 100, 400062 г. Волгоград, Российская Федерация, [email protected], https://orcid.org/0000-0003-1685-250X

iНе можете найти то, что вам нужно? Попробуйте сервис подбора литературы.

Елена Ивановна Иншакова, доктор экономических наук, профессор кафедры экономической теории, региональной экономики и предпринимательства, Волгоградский государственный университет, просп. Университетский, 100, 400062 г. Волгоград, Российская Федерация, [email protected], https://orcid.org/0000-0003-3176-7784

Ирина Павловна Довбий, доктор экономических наук, профессор кафедры экономической безопасности, Южно-Уральский государственный университет (национальный исследовательский университет), просп. В.И. Ленина, 76, 454080 г. Челябинск, Российская Федерация, [email protected], https://orcid.org/0000-0002-4684-5282

i Надоели баннеры? Вы всегда можете отключить рекламу.