M\u00e9xico.- La administraci\u00f3n tributaria mexicana tiene todo para explotar los algoritmos m\u00e1s sofisticados de inteligencia artificial para mejorar el control y aumentar la recaudaci\u00f3n hasta en tres puntos de Producto Interno Bruto (PIB), dijo el especialista a Rafael Lores.<\/p>\n
La Colecci\u00f3n digital (CoDi) tambi\u00e9n puede representar una alternativa efectiva para facilitar a los contribuyentes el pago de impuestos, dijo.<\/p>\n
En una entrevista con EL UNIVERSAL el director general de CPA Vision proveedor de soluciones tecnol\u00f3gicas para asuntos fiscales, destac\u00f3 que Con el uso intensivo y generalizado de la facturaci\u00f3n electr\u00f3nica, El pa\u00eds est\u00e1 a la vanguardia del almacenamiento de datos.<\/p>\n
“M\u00e9xico est\u00e1 a la vanguardia, porque es el que m\u00e1s utiliza la factura electr\u00f3nica”, dijo.<\/p>\n
DI s\u00e9 que la autoridad fiscal busca talentos para encontrar ese tipo de experiencia que normalmente son matem\u00e1ticos actuarios y ahora se grad\u00faan de una nueva carrera: Datos Ciencia.<\/p>\n
Entre los desaf\u00edos para dar forma a la informaci\u00f3n en BigData, dijo que de los cinco problemas generales que deben resolverse para usar y explotar la inteligencia artificial al m\u00e1ximo, el Servicio de Administraci\u00f3n Tributaria (SAT) ya ha resuelto tres:<\/p>\n
1 . Tenga informaci\u00f3n a velocidad para que llegue en tiempo real.<\/p>\n
2. Datos accesibles y convertirlos en informaci\u00f3n estructurada.<\/p>\n
3. Creaci\u00f3n de algoritmos.<\/p>\n
Pr\u00e1cticamente M\u00e9xico ya est\u00e1 all\u00ed, dijo.<\/p>\n
Luego debe enfatizarse que en la historia de la humanidad, hasta 2017, se generaron 4,4 billones de gigabytes (unidades de almacenamiento de informaci\u00f3n) en cualquier dato<\/p>\n
Para 2020, agreg\u00f3, se espera que se generen 44 billones de gigabytes, es decir, en tres a\u00f1os la informaci\u00f3n aumentar\u00e1 en 10.<\/p>\n
La factura electr\u00f3nica. Dijo que en la parte fiscal la factura electr\u00f3nica tiene vol\u00famenes impactantes en M\u00e9xico.<\/p>\n
Mencion\u00f3 que para 2019 se estima que puede haber un total de 12 mil millones de facturas emitidas.<\/p>\n
“Ese archivo que viaja a todas partes (factura electr\u00f3nica) contiene mucha informaci\u00f3n valiosa”, reflexion\u00f3.<\/p>\n
Tiene datos que hacen posible verificar y obtener m\u00e1s informaci\u00f3n, dijo, pero lo relevante es dijo que se utilizar\u00e1n para resolver cualquier problema o para que el SAT mejore la auditor\u00eda.<\/p>\n
Aprendizaje autom\u00e1tico. Rafael Lores explic\u00f3 que entre los algoritmos para explorar en materia fiscal est\u00e1 lo que se llama jerga como aprendizaje autom\u00e1tico.<\/p>\n
En el contexto de la facturaci\u00f3n electr\u00f3nica, asegur\u00f3 que puede identificar los patrones de consumo de una persona f\u00edsica.<\/p>\n
Puede definirse por el giro de la empresa o los conceptos que vende, su consumo; que es lo que debe adquirir una empresa que compra y vende televisores, explic\u00f3.<\/p>\n
Mostr\u00f3 que, dado que las facturas tienen un alto contenido de informaci\u00f3n, la empresa puede definir cu\u00e1les son sus patrones de consumo a trav\u00e9s del aprendizaje de la tecnolog\u00eda de la m\u00e1quina. [19659003]Jue s, explic\u00f3 que en el momento en que se rompan estos patrones, la tesorer\u00eda tendr\u00e1 la posibilidad de indicar los datos de inmediato.<\/p>\n
Dijo que si el suplemento de pago y el CoDi se agregan en la parte de la banca, tiene la posibilidad de seguir no solo a qui\u00e9n vendi\u00f3, sino a toda la cadena y al flujo de dinero.<\/p>\n
En su opini\u00f3n, con la aplicaci\u00f3n de inteligencia artificial, los tiempos de auditor\u00eda se reducir\u00e1n, ya que tendr\u00e1 informaci\u00f3n en tiempo real. Adem\u00e1s, ser\u00e1 una herramienta eficaz contra la evasi\u00f3n y para integrar a m\u00e1s personas que est\u00e1n en la informalidad.<\/p>\n","protected":false},"excerpt":{"rendered":"
M\u00e9xico.- La administraci\u00f3n tributaria mexicana tiene todo para explotar los algoritmos m\u00e1s sofisticados de inteligencia artificial para mejorar el control y aumentar la recaudaci\u00f3n hasta en tres puntos de Producto Interno Bruto (PIB), dijo el especialista a Rafael Lores. La Colecci\u00f3n digital (CoDi) tambi\u00e9n puede representar una alternativa efectiva para facilitar a los contribuyentes el 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