Perception and trends towards research and technological development in the avocado value chain using data science tools
Palavras-chave:
bibliometric analysis, social media platforms, knowledge management, innovation, Persea americanaResumo
Systematic analysis of scientific, industrial, and commercial information and the application of data science (DS) are alternatives to learn about trends and advances in value chains such as avocado. The objective of this study was to review current trends in research, technological development, and perception about the avocado subsector under tropical conditions using DS tools. A bibliometric analysis (BA) of scientific articles, technological developments, and patents in different sources of web information was implemented. Additionally, search algorithms and DS were designed to perform an analysis of trends from social media platforms in the avocado value chain. The BA identified patters associated with the avocado chain in Colombia, highlighting the increase in scientific-technical information, the grouping by work networks, the bias associated with departments and commercial varieties such as the high volume of works in Antioquia and cv. Hass, and the few high-value alternatives for the chain such as patents, industrial secrets, etc. Trends in social networks were linked to international markets, added value, and environmental aspects. Likewise, a disconnection was found between the needs of the avocado value chain and the existing offers. This study contributes as a competitive strategy for the local avocado subsector and generates a country-adjusted research agenda.
Referências
Aguilar-Gallegos N, Klerkx L, Romero-García LE, Martínez-González EG & Agular-Ávila J (2022) Social network analysis of spreading and exchanging information on Twitter: the case of an agricultural research and education centre in Mexico. The Journal of Agricultural Education and Extension, 28:115-136.
Araújo RG, Rodriguez-Jasso RM, Ruiz HA, Pintado MME & Aguilar CN (2018) Avocado by-products: Nutritional and functional properties. Trends in Food Science & Technology, 80:51-60.
Arias Bustos C & Moors EHM (2018) Reducing post-harvest food losses through innovative collaboration: Insights from the Colombian and Mexican avocado supply chains. Journal of Cleaner Production, 199:1020-1034.
Aweke CS, Hassen JY, Wordofa MG, Moges DK, Endris GS & Rorisa DT (2021) Impact assessment of agricultural technologies on household food consumption and dietary diversity in eastern Ethiopia. Journal of Agriculture and Food Research, 4:100141.
Basso A & di Tollo G (2022) Prediction of UK research excellence framework assessment by the departmental h-index. European Journal of Operational Research, 296:1036-1049.
Borgatti SP, Everett MG & Freeman LC (2002) UCINET 6 for Windows: Software for social network analysis. Version 6.102, Analytic Technologies. Available at: <https://ucinet.software.informer.com/6.0/>. Accessed on: January 12th, 2021.
Cáceres-Zambrano J, Jiménez-Hernández CN & Barrios D (2022) Tendencias en investigación y desarrollo tecnológico en la cadena productiva de aguacate (Persea americana L.). Revista EIA, 19:01-18.
Callon M, Courtial JP & Laville F (1991) Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemistry. Scientometrics, 22:155-205.
Caro D, Alessandrini A, Sporchia F & Borghesi S (2021) Global virtual water trade of avocado. Journal of Cleaner Production, 285:124917.
Carranza DM, Varas-Belemmi K, de Veer D, Iglesias-Müller C, Coral-Santacruz D, Méndez FA, Torres-Lagos E, Squeo FA & Gaymer CF (2020) Socio-environmental conflicts: An underestimated threat to biodiversity conservation in Chile. Environmental Science and Policy, 110:46-59.
Cervantes‐Paz B & Yahia EM (2021) Avocado oil: Production and market demand, bioactive components, implications in health, and tendencies and potential uses. Comprehensive Reviews in Food Science and Food Safety, 20:4120-4158.
DANE - Departamento Administrativo Nacional de Estadística (2018) Indicadores Básicos de Tenencia y uso de Tecnologías de la Información y Comunicación. Bogotá, DANE. 47p. (Boletín Técnico, 2022).
Dávila JA, Rosenberg M, Castro E & Cardona CA (2017) A model biorefinery for avocado (Persea americana mill.) processing. Bioresource Technology, 243:17-29.
Del Castillo-Llamosas A, del Río PG, Pérez-Pérez A, Yáñez R, Garrote G & Gullón B (2021) Recent advances to recover value-added compounds from avocado by-products following a biorefinery approach. Current Opinion in Green and Sustainable Chemistry, 28:100433.
Dervis H (2019) Bibliometric Analysis using Bibliometrix an R Package. Journal of Scientometric Research, 8:156-160.
Djoumessi YF (2021) What innovations impact agricultural productivity in Sub-Saharan Africa? Journal of Agriculture and Food Research, 6:100228.
Donthu N, Kumar S, Mukherjee D, Pandey N & Lim WM (2021) How to conduct a bibliometric analysis: An overview and guidelines. Journal of Business Research, 133:285-296.
Fan W & Gordon M (2014) The power of social media analytics. Communications of the ACM, 57:74-81.
Flórez DH, Morales A, Uribe CP & Contreras CA (2012) Análisis de tendencias en investigación básica para cadenas productivas agroindustriales. Ciencia y Tecnología Agropecuaria, 13:121.
Fonseca F, Aguilar D, Siachoque R, Urbina J, Otero J, Páramo G, García E, Castillo Y, García E, Escobar C, Gómez J, Rodríguez L, Ayala J, Porras A, Enciso F, Latorre C, Ayala J, Camacho A, Acosta C, Osmos J & Lozano J (2018) Zonificación de aptitud para el cultivo comercial de aguacate Hass en Colombia, a escala 1:100.000. Unidad de Planificación Rural Agropecuaria. Available at: <https://upra.gov.co/es-co/Publicaciones/Zonas_aptas_aguacatehass.pdf>. Accessed on: February 23rd, 2021.
FAO - Food and Agriculture Organization of the United Nations (2021) FAOSTAT Statistical Database. Available at: <http://www.fao.org/faostat/en/#data/QC>. Accessed on: March 8th, 2021.
González GL, Figueroa Sánchez CI, Perdomo Ortiz MF & Ardila Rojas XA (2018) Producción de aguacate Hass una alternativa para el departamento del Huila. Eje temático: riesgo de mercado. Revista Crecer Empresarial: Journal of Management and Development, 02:07-15.
González-Pereira B, Guerrero-Bote VP & Moya-Anegón F (2010) A new approach to the metric of journals scientific prestige: The SJR indicator. Journal of Informetrics, 4:379-391.
Google (2021a) Ayuda de Tendencias de Búsqueda. Available at: <https://support.google.com/trends/?hl=ko#topic=6248052>. Accessed on: July 15th, 2021.
Google (2021b) Ayuda de Google. Available at: <https://support.google.com/?hl=es>. Accessed on: July 15th, 2021.
Guo X, Li X & Yu Y (2021) Publication delay adjusted impact factor: The effect of publication delay of articles on journal impact factor. Journal of Informetrics, 15:101100.
Harris CR, Millman KJ, van der Walt SJ, Gommers R, Virtanen P, Cournapeau D, Wieser E, Taylor J, Berg S, Smith NJ, Kern R, Picus M, Hoyer S, van Kerkwijk MH, Brett M, Haldane A, del Río JF, Wiebe M, Peterson P, Gérard-Marchant P, Sheppard K, Reddy T, Weckesser W, Abbasi H, Gohlke C & Oliphant TE (2020) Array programming with NumPy. Nature, 585:357-362.
He W, Shen J, Tian X, Li Y, Akula V, Yan G & Tao R (2015) Gaining competitive intelligence from social media data: Evidence from two largest retail chains in the world. Industrial Management & Data Systems, 115:1622-1636.
Hennessey-Ramos L, Murillo-Arango W & Tovar Guayabo G (2019) Evaluation of a colorant and oil extracted from avocado waste as functional components of a liquid soap formulation. Revista Facultad Nacional de Agronomía Medellín, 72:8855-8862.
Hernández Socha Y (2020) Scientific encounters between Colombia and the United States analyzed through publishing practices in Caldasia journal: The birds of the Republic of Colombia as a publishing event. Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences, 82:101289.
Hirsch J (2005) An index to quantify an individual´s scientific research output. Proceedings of the National Academy of Sciences, 102:16569-16572.
Honnibal M & Montani I (2017) spaCy 2: Natural language understanding with Bloom embeddings, convolutional neural networks and incremental parsing. Available at: <https://spacy.io/usage/v2/>. Accessed on: August 12th, 2021.
Horta H & Santos JM (2020) The Multidimensional Research Agendas Inventory - Revised (MDRAI-R): Factors shaping researchers’ research agendas in all fields of knowledge. Quantitative Science Studies, 1:60-93.
ITC - International Trade Centre (2021) Trade statistics for international business development, Trademap. Available at: <https://www.trademap.org/Index.aspx>. Accessed on: March 8th, 2021.
Jiménez CJG, Mantilla CLM & Barrera GJA (2019) Enfoque Agroambiental: Una mirada distinta a las intervenciones productivas en la Amazonia, Caquetá y Guaviare. Instituto SINCHI, 5:44.
Jun SP, Yoo HS & Choi S (2018) Ten years of research change using Google Trends: From the perspective of big data utilizations and applications. Technological Forecasting and Social Change, 130:69-87.
JustAnotherArchivist (2020) Snscrape: A social networking service scraper in Python. Available at: <https://github.com/JustAnotherArchivist/snscrape>. Accessed on: August 12th, 2021.
Khan HU, Nasir S, Nasim K, Shabbir D & Mahmood A (2021) Twitter trends: A ranking algorithm analysis on real time data. Expert Systems with Applications, 164:113990.
Klerkx L, Aarts N & Leeuwis C (2010) Adaptive management in agricultural innovation systems: The interactions between innovation networks and their environment. Agricultural Systems, 103:390-400.
Klerkx L, Jakku E & Labarthe P (2019) A review of social science on digital agriculture, smart farming and agriculture 4.0: New contributions and future research agenda. NJAS: Wageningen Journal of Life Sciences, 90-91:100315.
Kluyver T, Ragan-Kelley B, Pérez F, Granger B, Bussonnier M, Frederic J, Kelley K, Hamrick J, Grout J, Corlay S, Ivanov P, Avila D, Abdalla S, Willing C & Jupyter development team (2016) Jupyter Notebooks – a publishing format for reproducible computational workflows. In: Loizides F & Scmidt B (Eds.) Positioning and Power in Academic Publishing: Players, Agents and Agendas. Amsterdã, IOS Press. p.87-90.
Kumar A, Kumar Mangla S & Kumar P (2022) An integrated literature review on sustainable food supply chains: Exploring research themes and future directions. Science of The Total Environment, 821:153411.
McKinney W (2010) Data Structures for Statistical Computing in Python. Proceedings of the 9th Python in Science Conference, 1:56-61.
Mendeley (2020) Guides - Explore Mendeley tools, community and discover the huge range of groups, people and institutions that use our tools. Available at: <https://www.mendeley.com/guides>. Accessed on: March 8th, 2021.
Ministerio de Educación Nacional (2020) Instituciones de educación superior. Available at: <https://www.datos.gov.co/Educaci-n/MEN_INSTITUCIONES-EDUCACI-N-SUPERIOR/n5yy-8nav>. Accessed on: February 24th, 2021.
Moed HF (2010) Measuring contextual citation impact of scientific journals. Journal of Informetrics, 4:265-277.
Moral-Muñoz JA, Herrera-Viedma E, Santisteban-Espejo A & Cobo MJ (2020) Software tools for conducting bibliometric analysis in science: An up-to-date review. Multidisciplinar, 29:e290103.
Muhammad SS, Dey BL, Kamal MM & Syed Alwi SF (2021) Consumer engagement with social media platforms: A study of the influence of attitudinal components on cutting edge technology adaptation behaviour. Computers in Human Behavior, 121:106802.
Muñoz M (2013) Transferencia tecnológica para el sector rural; la responsabilidad de un reto que genera oportunidades. Desarrollo & Gestión, 9:31-36.
Olsen L, Kelly J & Kopriva N (2017) The agriculture network information collaborative (Agnic): Building on the past, looking to the future. Library Trends, 65:279-292.
Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, Shamseer L, Tetzlaff JM, Akl EA, Brennan SE, Chou R, Glanville J, Grimshaw JM, Hróbjartsson A, Lalu MM, Li T, Loder EW, Mayo-Wilson E, McDonald S, McGuinness LA, Stewart LA, Thomas J, Tricco AC, Welch VA, Whiting P & Moher D (2021) The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 29:372.
Tirado-Kulieva VA, Gutiérrez-Valverde KS, Villegas-Yarlequé M, Camacho-Orbegoso EW & Villegas-Aguilar GF (2022) Research trends on mango by-products: a literature review with bibliometric analysis. Journal of Food Measurement and Characterization, 16:2760-2771.
Quintero Ramirez S, Marín Sánchez B, Cubillos Jimenez S, Ruiz Castañeda W & Giraldo Ramirez D (2019) Avocado and Coffee Supply Chains Specialization in Colombia. Procedia Computer Science, 158:573-581.
Rakshit S, Mondal S, Islam N, Jasimuddin S & Zhang Z (2021) Social media and the new product development during COVID-19: An integrated model for SMEs. Technological Forecasting and Social Change, 170:120869.
Ramírez JM & Blanco C (2020) El internet como un aspecto prestacional del derecho a la educación. Bogotá, IDEP. 74p.
Ramírez-Gil JG (2018) Avocado wilt complex disease, implications and management in Colombia. Revista Facultad Nacional de Agronomía Medellín, 71:8525-8541.
Ramírez-Gil JG, Franco G & Henao-Rojas JC (2019) Review of the concept of quality in Hass avocado and the pre-harvest factors that determine it under tropical conditions. Revista Colombiana de Ciencias Hortícolas, 13:359-370.
Ramírez-Gil JG & Morales-Osorio JG (2021) Diseases and disorders associated with different stages of crop development and factors that determine the incidence in Hass avocado crops. Revista Ceres, 68:71-82.
Soltis P, Nelson G & James S (2011) Green digitization: Online botanical collections data answering real-world questions. Applications in Plant Sciences, 6:e1028.
Sonnino A & Ruane J (2013) La innovación en agricultura como herramienta de la política de seguridad alimentaria: el caso de las biotecnologías agrícolas. In: de Jaramillo EH (Ed.) Biotecnologías e innovación: el compromiso social de la ciencia. Colombia, Pontificia Universidad Javeriana. p.25-52.
Šūmane S, Kunda I, Knickel K, Strauss A, Tisenkopfs T, Rios I, Rivera M, Chebach T & Ashkenazy A (2018) Local and farmers’ knowledge matters! How integrating informal and formal knowledge enhances sustainable and resilient agriculture. Journal of Rural Studies, 59:232-241.
Tomlins S (2020) Scraping Tweets by Location in Python using snscrape. Available at: <https://medium.com/swlh/how-to-scrape-tweets-bylocation-in-python-using-snscrape-8c870fa6ec25>. Accessed on: August 12th, 2021.
Van der Aalst W (2016) Data Science in Action. In: van der Aalst W (Ed.) Process Mining. Berlin, Springer. p.03-23.
Van Eck NJ & Waltman L (2014) Visualizing Bibliomeric Networks. In: Ding Y, Rousseau R & Wolfram D (Eds.) Measuring Scholarly Impact: Methods and Practice. Berlin, Springer. p.285-320.
Vásquez-Barajas EF & Bastos-Osorio LM (2018) Análisis de metodologías para la evaluación de cadenas de valor: caso del aguacate en Norte de Santander. Respuestas Journal of Engineering Sciences, 23:66-69.
Vinholis MDMB, Saes MSM, Carrer MJ & de Souza Filho HM (2021) The effect of meso-institutions on adoption of sustainable agricultural technology: A case study of the Brazilian Low Carbon Agriculture Plan. Journal of Cleaner Production, 280:124334.
Wambari C (2017) Digitization and Preservation of Academic Library Collections in Kenya: Issues, Opportunities and Lessons from Developing Societies. Available at: <https://repository.cuk.ac.ke/xmlui/bitstream/handle/123456789/218/Wambari-KLISC2017-PDF.pdf?sequence=1&isAllowed=y>. Accessed on: February 24th, 2021.
Wisetsri W, Ragesh ST, Aarthy CJC, Thakur V, Pandey D & Gulati K (2021) Systematic Analysis and Future Research Directions in Artificial Intelligence for Marketing. Turkish Journal of Computer and Mathematics Education, 12:43-55.
Wright E, Khanfar NM, Harrington C & Kizer LE (2010) The Lasting Effects of Social Media Trends on Advertising. Journal of Business & Economics Research, 14:75-82.
Zakaria R, Vit P, Wijaya A, Ahmad AH, Othman Z & Mezzetti B (2022) A bibliometric review of Persea americana Mill. (Lauraceae): A green gold in agroindustry. AIMS Agriculture and Food, 7:831-854.
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