EVALUACIÓN DE LAS MEDIDAS DE DESEMPEÑO ADOPTADAS POR LAS EMPRESAS DE TRANSPORTE URBANO EN LA CIUDAD DE MANAUS, BRASIL

Autores/as

DOI:

https://doi.org/10.66104/znn1re84

Palabras clave:

Medidas de desempeño, Transporte urbano, Movilidad urbana, Desarrollo regional, Gestión pública

Resumen

La movilidad urbana y la gestión logística han representado un desafío constante para la ciencia y la administración pública, principalmente debido a la falta de indicadores de desempeño que permitan mejorar la eficiencia, la sostenibilidad y la calidad del transporte público. Una importante brecha científica radica en la escasez de investigación empírica que analice la efectividad de estos indicadores por parte de los profesionales del sector, considerando especialmente sus ventajas, limitaciones y riesgos. En este sentido, este estudio tuvo como objetivo analizar los indicadores de desempeño aplicados a la gestión del transporte urbano, incluyendo su aplicación práctica y sus implicaciones gerenciales. El método se desarrolló en cuatro etapas: planificación de la investigación, revisión bibliográfica, recopilación de datos mediante entrevistas a representantes de empresas y análisis comparativo entre la evidencia empírica y la teórica, con un enfoque cualitativo, transversal y sistémico. Los resultados indicaron el uso de indicadores como el tiempo de viaje, la ocupación de la flota, la puntualidad, la satisfacción del usuario y la confiabilidad de la ruta, aplicados mediante métodos híbridos que combinan registros manuales y tecnologías digitales. Asimismo, se identificaron ventajas operativas y limitaciones relacionadas con fallas en la recopilación de datos durante la ejecución del servicio, así como con la influencia de factores externos, como la congestión y el mal estado de las carreteras. La conclusión muestra que el sistema analizado se ajusta a la literatura internacional, si bien requiere mejoras en sus mecanismos de monitoreo. La principal contribución del estudio a la ciencia radica en la generación de evidencia empírica sobre la aplicación práctica de estas métricas, lo que fortalece el campo de la logística aplicada a la movilidad urbana.

Descargas

Los datos de descarga aún no están disponibles.

Biografía del autor/a

  • Itiel Lima Brito, Federal Institute of Education, Science and Technology of Amazonas

    Undergraduate student in Logistics Technology

  • Gian Silva Santos, Federal Institute of Education, Science and Technology of Amazonas

    Undergraduate student in Logistics Technology

  • Daniel Nascimento-e-Silva, Federal Institute of Education, Science and Technology of Amazonas

    Postdoctorado en Gestión

    Doctorado en Ingeniería de Producción

    Máster en Gestión

    Licenciatura en Gestión

Referencias

ABUROMMAN, A.; ALSHDAIFAT, A. Evaluating user satisfaction and service quality in bus rapid transit implementation in Amman, Jordan. Int. J. Transp. Dev. Integr, v. 10, n. 1, p. 166-179, 2026. https: //doi.org/10.56578/ijtdi100112.

AL SULEIMAN, S. et al. How to improve public transport usage in a medium-sized city: key factors for a successful bus system. European Transport Research Review, v. 15, n. 1, p. 47, 2023. https://doi.org/10.1186/s12544-023-00616-y.

ARAÚJO, M. L. et al. How to evaluate the effectiveness of performance management systems? An overview of the literature and a proposed integrative model. Administrative Sciences, v. 14, n. 6, p. 117, 2024. https://doi.org/10.3390/admsci14060117.

AREVALO, A. V.; GERIKE, R. Sustainability evaluation methods for public transport with a focus on Latin American cities: A literature review. International Journal of Sustainable Transportation, v. 17, n. 11, p. 1236-1253, 2023. https://doi.org/10.1080/15568318.2022.2163208.

BAS, J. et al. How the design of Complete Streets affects mode choice: Understanding the behavioral responses to the level of traffic stress. Transportation research part A: policy and practice, v. 173, p. 103698, 2023. https://doi.org/10.1016/j.tra.2023.103698.

CASTELO, S. L.; GOMES, C. F. The role of performance measurement and management systems in changing public organizations: An exploratory study. Public Money & Management, v. 44, n. 5, p. 399-406, 2024. https://doi.org/10.1080/09540962.2023.2204400.

COLOVIC, A.; MARINELLI, M.; OTTOMANELLI, M. Towards the electrification of freight transport: A network design model for assessing the adoption of eHighways. Transport Policy, v. 150, p. 106-120, 2024.

COSA, M.; TORELLI, R. Digital transformation and flexible performance management: A systematic literature review of the evolution of performance measurement systems. Global Journal of Flexible Systems Management, v. 25, n. 3, p. 445-466, 2024. https://doi.org/10.1007/s40171-024-00409-9.

CROITORU, I. M. et al. Indicators and tools for measuring performance in the public education system: Bibliometric perspectives on BSC, KPI, SPM, M&E, and EPSA. Businesses, v. 5, n. 3, p. 42, 2025. https://doi.org/10.3390/businesses5030042.

CUNHA, F.; DINIS-CARVALHO, J.; SOUSA, R. M. Performance measurement systems in continuous improvement environments: Obstacles to their effectiveness. Sustainability, v. 15, n. 1, p. 867, 2023. https://doi.org/10.3390/su15010867.

DELIGIANNIS, A.; MADAS, M. Operational AI for multimodal urban transport: A systematic literature review and deployment framework for multi-objective control and electrification. Logistics, v. 10, n. 2, p. 29, 2026. https://doi.org/10.3390/logistics10020029.

DUMEDAH, G. et al. Estimating baseline vehicular emissions for paratransit modes in sub-Saharan African cities: insights from Accra, Ghana and Dar es Salaam, Tanzania. African Geographical Review, p. 1-25, 2025. https://doi.org/10.1080/19376812.2025.2571573.

FATORACHIAN, H.; KAZEMI, H. Sustainable optimization strategies for on-demand transportation systems: Enhancing efficiency and reducing energy use. Sustainable Environment, v. 11, n. 1, p. 2464388, 2025. https://doi.org/10.1080/27658511.2025.2464388.

FEDUJWAR, R.; AGARWAL, A. Performance assessment of public transport routes: A framework using revealed data. Research in Transportation Business & Management, v. 59, p. 101283, 2025. https://doi.org/10.1016/j.rtbm.2024.101283.

GAUTAM, B. et al. Analysis of the effectiveness of the performance of flyover using VISSIM: A case study of Satdobato Intersection. International Journal on Engineering Technology and Infrastructure Development, v. 2, n. 1, p. 143-155, 2025. https://doi.org/10.3126/injet-indev.v2i1.82461.

GEREMEW, G. Assessing and optimizing signalized and unsignalized intersection efficiency and safety through integrated comparative analysis in Debre Markos town, Ethiopia. Discover Applied Sciences, p. 1-34, 2026. https://doi. org/10.1007/s42452-026-08612-2.

GUERRIERI, M.; SANFILIPPO, L. Dynamic lane configuration and cooperative autonomous vehicles for improving travel time on smart roads: a case study. Innovative Infrastructure Solutions, v. 11, n. 3, p. 129, 2026. https://doi.org/10.1007/s41062-026-02524-1.

HUANG, L. et al. Analysis of the impact of livelihood capital on livelihood strategies of leased-in farmland households: a case study of Jiangxi Province, China. Sustainability, v. 15, n. 13, p. 10245, 2023. https://doi.org/10.3390/su151310245.

IMBUGWA, G. B.; GILB, T.; MAZZARA, M. A User-centered theoretical model for future urban transit systems. Future Transportation, v. 5, n. 2, p. 62, 2025. https://doi.org/10.3390/futuretransp5020062.

ISMAEL, K. A User-driven importance–performance analysis of bus stops for prioritizing improvements. Vehicles, v. 8, n. 3, p. 67, 2026. https://doi.org/10.3390/vehicles8030067.

ISMAIL, N. A.; ADU-AMPONG, E. A.; ACESKA, A. The making of urban informal settlements: Critical junctures and path dependency in governing Abuja, Nigeria. Cities, v. 147, p. 104789, 2024. https://doi.org/10.1016/j.cities.2024.104789.

KATHURIA, R.; LUCIANETTI, L. How organizational characteristics influence the choice of performance measures: A large-scale empirical study. International Journal of Global Business and Competitiveness, v. 20, Sup. 1, p. 98-106, 2025. https://doi.org/10.1007/s42943-025-00139-4.

KHAN, H. Z. Multi-dimensional performance measurement practices in developing countries: A review of the literature. In: An innovative performance measurement system & sustainability: The case of a developing country. Singapore: Springer, p. 33-73, 2024. https://doi.org/10.1007/978-981-97-6843-1_2.

MISHRA, A.; SINGH, V. A comprehensive and systematic review of performance evaluation of public transit. Periodica Polytechnica Transportation Engineering, p. 1-17, 2026. https://doi.org/10.3311/PPtr.39720.

MITROPOULOS, L.; STAVROPOULOU, E.; TZAMAKOS, D. A conceptual sustainability assessment framework for urban micromobility systems. Sustainability, v. 18, n. 7, p. 3528, 2026. https://doi.org/10.3390/su18073528.

NANCY, D. D. Evaluation of urban public transport priority performance. Building Materials and Engineering Structures, v. 3, n. 1, p. 1-12, 2025. https://doi.org/10.46632/bmes/3/1/1.

NASCIMENTO-E-SILVA, D. Handbook of the scientific-technological method: Synthetic edition. Manaus: DNS Editor, 2021a.

NASCIMENTO-E-SILVA, D. Manual do método científico-tecnológico: edição sintética. Florianópolis: DNS Editor, 2020.

NASCIMENTO-E-SILVA, D. O método científico-tecnológico: coleta de dados. Manaus: DNS Editor, 2023.

NASCIMENTO-E-SILVA, D. O método científico-tecnológico: fundamentos. Manaus: DNS Editor, 2021c.

NASCIMENTO-E-SILVA, D. O método científico-tecnológico: questões de pesquisa. Manaus: DNS Editor, 2021b.

OPURUM, C. N. Urban public transportation demand, pricing, and smart mobility. In: RASHID, A.; ANNANSINGH-JAMIESON, F. (Eds.). Moving towards sustainable businesses and developing more resilient economies. Boca Raton: CRC Press, 2026. p. 68-87.

OUM, T. H.; WU, X.; WANG, K. Impact of air connectivity on bilateral service export and import trade: The case of China. Transport Policy, v. 148, p. 219-233, 2024. https://doi.org/10.1016/j.tranpol.2024.01.015.

PARKAVI, S.; PARTHIBAN, A. Assessing urban traffic congestion for sustainable transportation in Chennai, India: a case study of Kathipara and T. Nagar intersections. Frontiers in Sustainable Cities, v. 7, p. 1684489, 2025. https://doi.org/10.3389/frsc.2025.1684489.

PENCHEVA, V. et al. System of key performance indicators for monitoring the effectiveness of urban public transport. Transport Problems: an International Scientific Journal, v. 20, n. 3, p. 149-162, 2025. https://doi.org/10.20858/tp.2025.20.3.12.

RANSIKARBUM, K.; PAOPRASERT, N.; ANUSSORNNITISARN, P. Evaluating public transportation criteria and congestion using multi-criteria assessment and simulation modeling. Modeling, v. 7, n. 2, p. 73, 2026. https://doi.org/10.3390/modelling7020073.

RASHVAND, N. et al. Real-time bus departure prediction using neural networks for smart IoT public bus transit. IoT, v. 5, n. 4, p. 650-665, 2024. https://doi.org/10.48550/arXiv.2501.10514.

RODRÍGUEZ, A.; DELGADO-LINDEMAN, M.; DELL’OLIO, L. Analysis of public transport quality indicators considering the configuration of routes. Transportmetrica A: Transport Science, p. 1-18, 2025. https://doi.org/10.1080/23249935.2025.2512419.

ROZIQ, M.; WIDYASTUTI, S.; RACHBINI, W. Performance measurement framework for local government: A systematic literature review. International Journal of Research and Innovation in Social Science, v. 9, n. 14, p. 247-259, 2025. https://dx.doi.org/10.47772/IJRISS.2025.914MG0020.

SCHÁNO, M.; NOVÝ, J.; DVOŘÁČKOVÁ, A. The behavioral impact of public transport unreliability: A performance indicator-based approach. Transportation Research Procedia, v. 91, p. 203-210, 2025. https://doi.org/10.1016/j.trpro.2025.10.027.

SHARIF, S.; RAHMAN, M. L. Developing a conceptual framework for an eco-friendly smart urban living. Journal of Urban Planning and Development, v. 148, n. 2, p. 04022003, 2022. https://doi.org/10.1061/(ASCE)UP.1943-5444.0000808.

SILVA, L. D. S.; COSTA, A. V. S.; NASCIMENTO-E-SILVA, D. Ergonomic implications of the materials storage process practiced by an organization in the Manaus industrial hub. RSV, v. v. 8, n. 2, p. 1-31, 2026. https://doi.org/10.66104/9dqyqt28.

SIVAKUMAR, V. G. et al. Deep Q-network-powered optimization of urban public transit for sustainable mobility and efficiency. In: 2025 5th International Conference on Soft Computing for Security Applications (ICSCSA). IEEE 2025, Salem, India, 04-06 August 2025, p. 1214-1219. https://doi.org/10.1109/ICSCSA66339.2025.11171157.

SOUSA JÚNIOR, J. N. C.; DIAS, T. G.; AZEVEDO FILHO, M. A. N. Operational performance analysis of the public transport system over time. Infrastructures, v. 8, n. 5, p. 82, 2023. https://doi.org/10.3390/infrastructures8050082.

TANWAR, R.; AGARWAL, P. K. Assessing travel time performance of multimodal transportation systems using fuzzy-analytic hierarchy process: A case study of Bhopal City. Heliyon, v. 10, n. 17, p. 1-15, 2024. https://doi.org/10.1016/j.heliyon.2024.e36844.

TANWAR, R.; AGARWAL, P. K.; PATEL, S. Evaluation of travel time performance of multimodal transport system of Bhopal city. Transportation in Developing Economies, v. 11, n. 1, p. 6, 2025. https://doi.org/10.1007/s40890-024-00227-9.

THILAKSHAN, T.; BANDARA, S. Need for an improved criterion to evaluate accessibility to public bus transport systems from a sustainable perspective. Transportation Research Procedia, v. 82, p. 3980-3998, 2025. https://doi.org/10.1016/j.trpro.2024.12.001.

URBANO, V. M.; ARENA, M.; AZZONE, G. Research in Transportation Business & Management. Research in Transportation Business & Management, v. 59, p. 1-13, 2025. https://doi.org/10.1016/j.rtbm.2025.101298.

VAN NGUYEN, T. C.; TRUONG, T. My Thanh. Integrated transport and urban development in asian developing cities. Transportation Research Procedia, v. 82, p. 1562-1577, 2025. https://doi.org/10.47738/jads.v6i4.879.

VICKERMAN, R. The transport problem: The need for consistent policies on pricing and investment. Transport policy, v. 149, p. 49-58, 2024. https://doi.org/10.1016/j.tranpol.2024.02.009.

WANG, J. et al. Potential benefits of customized bus services in commuting travel. In: Customized bus: User travel behavior and demand evolution. Singapore: Springer Nature, 2025. p. 35-50. https://doi.org/10.1007/978-981-96-3488-0_3.

WEN, X. et al. Resilience assessment of urban rail transit systems: a literature review. Public Transport, v. 17, n. 3, p. 657-681, 2025. https://doi.org/10.3390/su16219165.

ZARE, N. et al. Beyond efficiency: Integrating resilience into the assessment of road intersection performance. Smart Cities, v. 8, n. 6, p. 184, 2025. https://doi.org/10.3390/smartcities8060184.

ZHANG, X. et al. Evaluation of urban public transport priority performance based on the improved TOPSIS method: A case study of Wuhan. Sustainable cities and society, v. 43, p. 357-365, 2018. https://doi.org/10.46632/bmes/3/1/1.

Descargas

Publicado

2026-05-27

Cómo citar

EVALUACIÓN DE LAS MEDIDAS DE DESEMPEÑO ADOPTADAS POR LAS EMPRESAS DE TRANSPORTE URBANO EN LA CIUDAD DE MANAUS, BRASIL. (2026). RSV, 8(03), 1-42. https://doi.org/10.66104/znn1re84