ESCASSEZ DE DADOS E AVALIAÇÃO DE IMÓVEIS EM PEQUENAS CIDADES: ESTRATÉGIAS PARA PRECISÃO
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Abstract
Property valuation in small towns involves determining the fair value of a property in less densely populated urban areas. This process is crucial for various purposes, including purchase, sale, financing, taxation, and insurance. In small towns, valuation often relies on criteria such as location, land size, construction quality, age, condition, and unique property features. Moreover, market analysis plays a key role in determining value, considering recent transactions in the area. It is important to rely on the expertise of a professional appraiser to conduct an accurate and reliable valuation in small towns, as market dynamics can vary significantly compared to larger urban areas. Although data scarcity poses problems, various authors argue that traditional valuation methods also have deficiencies. Finally, some articles examine the limitations of available data, proposing a Bayesian approach to merge different types of data, such as expert knowledge, offers, and transactions, to enhance valuations when transactions are scarce. In summary, although data scarcity and limitations present challenges for valuations in small towns and commercial properties, technological solutions like machine learning, automated valuation models, and the fusion of various data types prove promising for significantly improving accuracy and overcoming these challenges.
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References
BARTOLOMEI, B.; PAULA, M.; SOUZA, V. Governança de dados aplicada ao planejamento urbano municipal. In: XVII SIMPÓSIO BRASILEIRO DE SISTEMAS DE INFORMAÇÃO. Anais Estendidos do XVII Simpósio Brasileiro de Sistemas de Informação. Porto Alegre: SBC. 2021. p. 93-97. Disponível em: https://sol.sbc.org.br/index.php/sbsi_estendido/article/view/15363. Acessado em: Maio. 2023.
BENCURE, J. C. et al. Development of an Innovative Land Valuation Model (iLVM) for Mass Appraisal Application in Sub-Urban Areas Using AHP: An Integration of Theoretical and Practical Approaches. 2019. Disponível em: https://www.mdpi.com/2071-1050/11/13/3731. Acessado em: Abr. 2023.
CABRAL, G. et al. Avaliação de dados históricos sobre a qualidade do atendimento do setor elétrico de Alagoas. 2020. Disponível em: https://periodicos.set.edu.br/exatas/article/view/9380. Acessado em: Abr. 2023
CARVALHO, L.; CAVALHEIRO, E. G. Análise do mercado imobiliário na cidade de Dourados–MS entre 2018 e 2020. RealizAção, UFGD – Dourados, v. 9, n. 18, p. 81-100, Dez, 2022. Disponível em: https://ojs.ufgd.edu.br/index.php/realizacao/article/view/16353/9247. Acessado em: Abr. 2023
CHAMBERS, R. Rapid rural appraisal: Rationale and repertoire. 1981. Disponível em: https://onlinelibrary.wiley.com/doi/abs/10.1002/pad.4230010202. Acessado em: Jan. 2023.
D’ANDRIA, E.; FIORE, P.; NESTICÒ, A. Small Towns Recovery and Valorisation. An Innovative Protocol to Evaluate the Efficacy of Project Initiatives. 2021. Disponível em: https://www.mdpi.com/2071-1050/13/18/10311. Acessado em: Jan. 2023.
FLORES, S. de A. et al. Influência dos indicadores econômicos nas vendas de imóveis em Santa Maria. 2017. Disponível em: https://www.revistaespacios.com/a17v38n16/a17v38n16p22.pdf. Acessado em: Feb. 2023.
FURUGUEM, A. Inflação: qual deve ser a meta?. Revista Conjuntura Econômica, v. 61, n. 8, p. 24–26, 30 Ago. 2007. Disponível em: https://periodicos.fgv.br/rce/article/view/26838. Acessado em: Mai, 2023.
GELTNER, D. The use of appraisals in portfolio valuation and index construction. Journal of Property Valuation and Investment, v. 15, n. 5, p. 423-447, Dez, 1997. Disponível em: https://www.emerald.com/insight/content/doi/10.1108/14635789710189191/full/html. Acessado em: Maio. 2023.
GHOSH, M.; RAO J. N. K. Small Area Estimation: An Appraisal, Statistical Science. 1994. Disponível em: https://projecteuclid.org/journals/statistical-science/volume-9/issue-1/Small-Area-Estimation-An-Appraisal/10.1214/ss/1177010647.full .Acessado em: Maio. 2023.
GNAT, S. Property Mass Valuation on Small Markets. 2021. Disponível em: https://www.mdpi.com/2073-445X/10/4/388. Acessado em: Maio. 2023.
HINDERINK, J.; TITUS, M. Small Towns and Regional Development: Major Findings and Policy Implications from Comparative Research. 2002. Disponível em: https://journals.sagepub.com/doi/10.1080/00420980220112748. Acessado em: Jun. 2023.
HOESLI, M. A Review of “Mass Appraisal Methods: An International Perspective for Property Valuers”. 2010. Disponível em: https://www.tandfonline.com/doi/citedby/10.1080/14616710903565837?scroll=top&needAccess=true. Acessado em: Jul. 2023.
KALINOSKI, R.; SPINELLI. J. Mercado Imobiliário em Cidades Médias Transformações Intraurbanas em Passo Fundo e Erechim – RS. ParaOnde?, v. 13, n. 1, p. 132-151, Jul, 2020. Disponível em: https://seer.ufrgs.br/index.php/paraonde/article/view/98608/57524. Acessado em: Mar. 2023.
YUSUN, K.; YILIN, H.; YINGER, J. Returns to Scale in Property Assessment: Evidence from New York State’s Small Localities Coordination Program. 2023. Disponível em: https://www.journals.uchicago. edu/doi/10.1086/723127. Acessado em: Maio. 2023.
KOK, N.; KOPONEN, E.-L.; MARTÍNEZ-BARBOSA, C. A. Big Data in Real Estate? From Manual Appraisal to Automated Valuation. 2017. Disponível em: https://www.researchgate.net/publication/320132179_Big_Data_in_Real_ Estate_From_Manual_Appraisal_to_Automated_Valuation.Acessado em: Jan. 2023.
KWIATEK-SOŁTYS, A.; MAINET, H. Quality of Life and Attractiveness of Small Towns: A Comparison of France and Poland. Questiones Geographicae, v. 33, n. 2, p. 103-113. Jun, 2014. Disponível em: https://sciendo.com/article/10.2478/quageo-2014-0019. Acessado em: Mar. 2023.
LUNDSTRÖM, S.; HANS, B. L. Valuation of public real estate: context and concept. Journal of Property Valuation and Investment, n. 14, p. 31-40, Out, 1996. Disponível em: https://www.semanticscholar.org/paper/Valuation-of-public-real-estate%3A-context-and-Lundstr% C3%B6m-Lind/bc6ff954ad0cb5e8675c76e3024bf9992c512306. Acessado em: Mar. 2023.
LUZ, M. D. S. d. Análise dos efeitos da crise econômica no setor imobiliário paranaense. Universidade Tecnológica Federal do Paraná. Trabalho de Conclusão de Curso (Graduação). Jun, 2016. Disponível em: https://repositorio.utfpr.edu.br/jspui/handle/1/6257. Acessado em: Abr. 2023.
MAYER, M.; MADUREIRA, E. M. P. A Valorização Imobiliária na Cidade de Cascavel/PR: Uma Análise entre 2004 e 2014. Revista Thêma et Scientia, v. 6, n. 1, jan/jun 2016. Disponível em: https://ojsrevistas.fag.edu.br/index.php/RTES/article/view/696/789. Acessado em: Abr. 2023.
MCALLISTER, P. Valuation accuracy: A contribution to the debate. 1995. Disponível em: https://www.semanticscholar.org/paper/Valuation-accuracy%3A-A-contribution-to-the-debate-callister/7a4b25a37407bd862339ea407860fbecf3a8cb 72. Acessado em: Dez. 2022.
MEDEIROS, D. C. d. Critérios Para Tomada de Decisão na Escolha de Uma Empresa Turística Pelo Público da Terceira Idade. p. 17. 17f. Trabalho de Conclusão de Curso (Graduação). Jun, 2018. Disponível em: https://repositorio.ufrn.br/handle/123456789/43451. Acessado em: Dez. 2022.
MICHAEL F.; CARRIE, B.; CHILDS, M. C. Small Town Sustainability: Economic, Social and Environmental Innovation. 2010. Disponível em: https://www.tandfonline.com/doi/abs/10.1080/ 13574809.2010.487814. Acessado em: Dez. 2022.
ORANJE, M.; HUYSSTEEN, E. V.; MEIKLEJOHN, C. National Spatial Development Perspective (NSDP) and assumptions on small town economic investment by government. In: Academy of Science of South Africa Forum Proceedings, Pretoria, South Africa, June 2009. Disponível em: http://hdl.handle.net/10204/3717. Acessado em: Dez. 2022.
PAGOURTZI, E. et al. Real estate valuation with artificial intelligence approaches. Int. J. Intell. Syst. Technol. Appl., v. 2, n. 1 , 50–57. Fev, 2007. Disponível em: https://dl.acm.org/doi/abs/ 10.1504/IJISTA.2007.011573. Acessado em: Dez. 2022.
POWE, N. A.; TREVOR H. Housing Development and Small Town Residential Desirability: Valued Aspects, Resident Attitudes and Growth Management. The Town Planning Review, v. 82, n. 3. p. 317–40. Abr, 2011. Disponível em: https://www.jstor.org/stable/27976001. Acessado em: Mar. 2023.
RAMOS, A. M.; FERNANDO B. N. F. A incorporação Imobiliária e o Papel do poder Público Municipal no Processo de Evolução Urbana no Município de Dom Basílio (BA). 2021. Disponível em: https://publicacoes.sei.ba.gov.br/index.php/conjunturae planejamento/article/view/373. Acessado em: Mar. 2023.
ROCHA, C. d. S.; SANTIAGO, M. R. A Influência do Conselho Administrativo de Defesa Econômica – CADE na Manutenção da Função Social/Solidária da Empresa. Revista Brasileira de Direito Empresarial, v. 5. n. 1. p. 21 – 37. Jan/Jun,. 2019. Disponível em: https://www.indexlaw.org/index.php/direitoempresarial/article/download/5502/pdf. Acessado em: Mar. 2023.
TOTHĂZAN, H. F. An accurate market value: From valuation to review of real estate appraisals. 2022. Disponível em: https://econ.ubbcluj.ro/rvm/numere/15/RVM,%202022,%2015(1),%20Toth %C4%83zan.pdf. Acessado em: Jun. 2023.
VAN ZANDT, S. et al. Small-Town Housing Needs: Resource Inefficiencies and Urban Bias in the United States. 2009. Disponível em: https://vivo.library.tamu.edu/vivo/display/n338087SE. Acessado em: Mar. 2023.
YAMASHIRO, L. K. et al. Construção de banco de dados sobre estabelecimentos de saúde (ESTABSUS) na cidade de São Paulo: para além do CNES. São Paulo: SMS, 2012. Disponível em: https://pesquisa.bvsalud.org/portal/resource/pt/sms-6135. Acessado em: Mar. 2023.
YOSHIDA, J.; KAWAI, K. The Limitation of Commercial Real Estate Data: Challenges in Estimating Depreciation Rates. 2020. Disponível em: https://www.researchgate.net/publication /350423421_The_Limitation_of_Commercial_Real_Estate_Data_Challenges_in_Estimating_Depreciation_Ratesshangyeyongbudongchanniguansurudetaziyuanjingnianjiansilutuijiwolinijianruxianzhuangtoketi. Acessado em: Mar. 2023.
ZILLOUX, V. C. Creative Solutions Needed! The Changing Appraisal Market. European Real Estate Society (ERES). " In: 14th Annual European Real Estate Society Conference. ERES: Conference. London, UK, 2007. Disponível em: https://eres.architexturez.net/doc/oai-eres-id-eres2007-378. Acessado em: Jun. 2023.