{"componentChunkName": "component---src-packages-open-course-page-template-open-course-detail-page-index-jsx", "path": "/learn/cybersecurity/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica", "result": {"pageContext": {"course": {"updatedAt": "2023-10-18T18:36:04.324136Z", "uuid": "37b8e7ba-3f2e-401a-93c3-7f5c35017269", "title": "Anal\u00edtica avanzada y seguridad cibern\u00e9tica", "shortDescription": "

La digitalizaci\u00f3n del sector energ\u00e9tico brinda una gran oportunidad para alcanzar una matriz energ\u00e9tica diversificada y sostenible. Sin embargo existen grandes retos por delante, los cuales pueden ser superados gracias a los avances en los sistemas de anal\u00edtica avanzada.

\n

Por otra parte, la digitalizaci\u00f3n del sector energ\u00e9tico requiere la implementaci\u00f3n de las mejores pr\u00e1cticas para proteger los sistemas y la informaci\u00f3n de ciberataques y as\u00ed, mejorar la seguridad operativa y la confiabilidad de los sistemas.

", "fullDescription": "

La Universidad Galileo junto con el Programa Energ\u00edas Renovables y Eficiencia Energ\u00e9tica (4E) en Centroam\u00e9rica que implementa la GIZ, desarroll\u00f3 este curso con el objetivo de promover la \u201cDigitalizaci\u00f3n en el sector energ\u00e9tico\u201d

\n

La anal\u00edtica avanzada permite utilizar los datos generados por un sistema para obtener informaci\u00f3n relevante sobre su estado actual o posibles estados futuros.

\n

En este curso, aprender\u00e1s c\u00f3mo la anal\u00edtica avanzada, por medio de diferentes t\u00e9cnicas, permite crear modelos predictivos, prescriptivos y autom\u00e1ticos para mejorar la gesti\u00f3n de los activos energ\u00e9ticos en un sistema el\u00e9ctrico. Iniciaremos conociendo los conceptos b\u00e1sicos de anal\u00edtica avanzada, hasta estudiar los principales casos de uso de estas herramientas en el sector energ\u00e9tico.

\n

Por otra parte, conocer\u00e1s la importancia de la seguridad cibern\u00e9tica y su impacto en el proceso de digitalizaci\u00f3n del sector energ\u00e9tico. Identifcar\u00e1s los principales tipos de ataques, y c\u00f3mo estos afectan los sistemas inform\u00e1ticos relacionados a los mercados energ\u00e9ticos y la operaci\u00f3n y control del sistema el\u00e9ctrico de potencia.

\n

Finalmente, se presentar\u00e1n las mejores pr\u00e1cticas y lineamientos generales necesarios para minimizar los riesgos debidos a ataques cibern\u00e9ticos y disminuir el impacto de posibles vulnerabilidades de los sistemas.

\n

Este es el tercer curso de una serie de tres:

\n", "enrollmentCount": 1936, "urlSlugHistory": ["analitica-avanzada-y-seguridad-cibernetica", "analitica-avanzada-y-seguridad-cibernetica-course-v1galileoxenergia0063t2021", "analitica-avanzada-y-seguridad-cibernetica-course-v1galileoxenergia0061t2022", "analitica-avanzada-y-seguridad-cibernetica-course-v1-galileox-energia006-1t2023", "learn/energy/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica", "learn/cybersecurity/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica"], "urlRedirects": [], "levelType": "Intermediate", "organizationShortCodeOverride": "", "organizationLogoOverrideUrl": null, "outcome": "", "syllabusRaw": "

Lecci\u00f3n 1: Anal\u00edtica Avanzada

\n\n

Lecci\u00f3n 2: Aplicaciones de la anal\u00edtica avanzada en la cadena de valor del sector energ\u00e9tico

\n\n

Lecci\u00f3n 3: Seguridad cibern\u00e9tica

\n\n

Lecci\u00f3n 4: Seguridad cibern\u00e9tica en el sector energ\u00e9tico

\n", "prerequisitesRaw": "

El estudiante deber\u00e1 tener conocimientos b\u00e1sicos sobre la estructura y funcionamiento de los mercados el\u00e9ctricos. Adem\u00e1s, es recomendable contar con conocimientos generales en programaci\u00f3n y redes de computadoras.

", "learnerTestimonials": null, "faq": null, "additionalInformation": null, "additionalMetadata": null, "hasOfacRestrictions": true, "isPreview": false, "collaborators": [{"name": "Deutsche Gesellschaft fur Internationale Zusammenarbeit (GIZ) GmbH", "image": {"original": {"url": "https://prod-discovery.edx-cdn.org/media/course/collaborator/image/a17942e3-9f90-406a-bbb6-2664a562ca0a-f4ee9bd95499.original.png"}}}], "video": null, "image": {"src": "https://prod-discovery.edx-cdn.org/media/course/image/37b8e7ba-3f2e-401a-93c3-7f5c35017269-3219b69a82bf.small.jpeg"}, "owners": [{"uuid": "bc4110ab-affc-4aa3-9b65-f3df49e6379f", "key": "GalileoX", "name": "Universidad Galileo", "logoImageUrl": "https://prod-discovery.edx-cdn.org/organization/logos/bc4110ab-affc-4aa3-9b65-f3df49e6379f-5fbf95d129d1.png", "marketingUrl": "https://www.edx.org/school/galileox", "slug": "galileox", "tags": ["contributor", "displayed_on_schools_and_partners_page", "displayed_on_sitemap_page"]}], "sponsors": [], "skillNames": ["Operations Security", "Management", "Vulnerability", "Electric Power Systems", "Electrical Systems", "Cyber Security", "Energy Market", "Renewable Energy"], "productSource": {"slug": "edx"}, "activeCourseRun": {"key": "course-v1:GalileoX+Energia006+1T2023", "isEnrollable": true, "enrollmentStart": null, "enrollmentEnd": null, "marketingUrl": "https://www.edx.org/course/analitica-avanzada-y-seguridad-cibernetica-course-v1-galileox-energia006-1t2023", "start": "2023-02-06T13:00:00Z", "end": "2023-12-16T05:30:00Z", "pacingType": "self_paced", "contentLanguage": "es-sv", "transcriptLanguages": ["es-sv"], "minEffort": 4, "maxEffort": 5, "weeksToComplete": 4, "levelType": "Intermediate", "availability": "Current", "marketingPath": "https://www.edx.org/course/analitica-avanzada-y-seguridad-cibernetica-course-v1-galileox-energia006-1t2023", "seats": [{"type": "audit", "price": "0.00", "currency": "USD", "bulkSku": null}, {"type": "verified", "price": "19.00", "currency": "USD", "bulkSku": "61F79C6"}], "staff": [{"givenName": "Oscar Alfredo", "familyName": "Leiva Salom\u00f3n", "slug": "oscar-alfredo-leiva-salomon", "profileImageUrl": "https://prod-discovery.edx-cdn.org/media/people/profile_images/051f1964-3dc2-48f3-a4ff-f2ca6168d46e-6ad63cab82b2.png", "position": {"title": "Master in Big Data & Business Intelligence", "organizationName": "Universidad Rey Juan Carlos (Espa\u00f1a)"}}, {"givenName": "Marco Antonio", "familyName": "To De Le\u00f3n", "slug": "marco-antonio-to-de-leon", "profileImageUrl": "https://prod-discovery.edx-cdn.org/media/people/profile_images/bbd99336-8b2b-4914-93e6-9b9659261bb8-612dea47e8db.jpeg", "position": {"title": "Director Maestr\u00eda en Ciberseguridad", "organizationName": "Universidad Galileo"}}]}, "activeCourseRuns": [{"key": "course-v1:GalileoX+Energia006+1T2023", "uuid": "5918d796-d7db-4c27-9973-d54435ba637c", "isEnrollable": true, "enrollmentStart": null, "enrollmentEnd": null, "start": "2023-02-06T13:00:00Z", "end": "2023-12-16T05:30:00Z", "minEffort": 4, "maxEffort": 5, "pacingType": "self_paced", "availability": "Current", "weeksToComplete": 4, "seats": [{"type": "audit"}, {"type": "verified"}]}], "programs": [], "slug": "/learn/cybersecurity/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica", "prospectusPath": "/learn/cybersecurity/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica", "learnPage": {"slug": "energy", "title": "Energy"}, "h1Override": null, "awards": [], "retiringSoon": false, "lastBreadcrumbTitle": null, "lastBreadcrumbUrl": null, "primarySubject": {"json": {"labels": {"en": "Energy & Earth Sciences", "es": "Energ\u00eda y ciencias terrestres"}, "name": "Energy & Earth Sciences", "slug": "energy-earth-sciences"}}, "strippedShortDescription": "La digitalizaci\u00f3n del sector energ\u00e9tico brinda una gran oportunidad para alcanzar una matriz energ\u00e9tica diversificada y sostenible. Sin embargo existen grandes retos por delante, los cuales pueden ser superados gracias a los avances en los sistemas de anal\u00edtica avanzada.\nPor otra parte, la digitalizaci\u00f3n del sector energ\u00e9tico requiere la implementaci\u00f3n de las mejores pr\u00e1cticas para proteger los sistemas y la informaci\u00f3n de ciberataques y as\u00ed, mejorar la seguridad operativa y la confiabilidad de los sistemas."}, "allCurrency": {"edges": [{"node": {"ISO3": "IND", "currencyInfo": {"code": "INR", "rate": 83.171498, "symbol": "\u20b9"}}}, {"node": {"ISO3": "BRA", "currencyInfo": {"code": "BRL", "rate": 4.9929, "symbol": "R$"}}}, {"node": {"ISO3": "MEX", "currencyInfo": {"code": "MXN", "rate": 18.2911, "symbol": "$"}}}, {"node": {"ISO3": "GBR", "currencyInfo": {"code": "GBP", "rate": 0.824851, "symbol": "\u00a3"}}}, {"node": {"ISO3": "AUS", "currencyInfo": {"code": "AUD", "rate": 1.57808, "symbol": "$"}}}, {"node": {"ISO3": "CHN", "currencyInfo": {"code": "CNY", "rate": 7.3168, "symbol": "\u00a5"}}}, {"node": {"ISO3": "COL", "currencyInfo": {"code": "COP", "rate": 4249.336906, "symbol": "$"}}}, {"node": {"ISO3": "PER", "currencyInfo": {"code": "PEN", "rate": 3.875761, "symbol": "S/."}}}, {"node": {"ISO3": "CAN", "currencyInfo": {"code": "CAD", "rate": 1.377754, "symbol": "$"}}}, {"node": {"ISO3": "AUT", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "BEL", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "CYP", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "EST", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "FIN", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "FRA", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "DEU", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "GRC", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "IRL", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "ITA", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "LVA", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "LTU", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "LUX", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "MLT", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "NLD", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "PRT", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "SVK", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "SVN", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}, {"node": {"ISO3": "ESP", "currencyInfo": {"code": "EUR", "rate": 0.945669, "symbol": "\u20ac"}}}]}, "sampleCertificateImage": "https://assets.ctfassets.net/ii9ehdcj88bc/6OxApOKiNYH1ETz5sKLTHX/57fe920830edd94f8da06b5e95764936/certificate.pdf", "fbeExemptCoursesMap": {"e10d2641-f283-4cd9-be39-d61a0aa42fe3": "e10d2641-f283-4cd9-be39-d61a0aa42fe3", "c9d0677f-ad86-49a0-94ed-87a7f5a4f660": "c9d0677f-ad86-49a0-94ed-87a7f5a4f660", "7b5c6514-5576-4871-99c4-e36eada7911a": "7b5c6514-5576-4871-99c4-e36eada7911a", "609e7b4b-a642-4f97-ab17-c5643c905666": "609e7b4b-a642-4f97-ab17-c5643c905666", "86bd9937-82eb-42c0-9acd-ad32445424d7": "86bd9937-82eb-42c0-9acd-ad32445424d7", "322eed0a-1534-4a29-a337-595f58e1fac2": "322eed0a-1534-4a29-a337-595f58e1fac2", "3b490285-4eed-4f5f-b746-2e65c8ad60fb": "3b490285-4eed-4f5f-b746-2e65c8ad60fb", "2c9ed992-c007-4182-a9f4-7524b2029082": "2c9ed992-c007-4182-a9f4-7524b2029082", "2f0dfe94-aeb4-4f7a-8dd4-4e8691cd6c0d": "2f0dfe94-aeb4-4f7a-8dd4-4e8691cd6c0d", "bfd20bb1-5a8a-4545-a6e3-1a32dc02f588": "bfd20bb1-5a8a-4545-a6e3-1a32dc02f588", "08f162d1-6943-490b-8e0b-ee6fd5ab256e": "08f162d1-6943-490b-8e0b-ee6fd5ab256e", "ad7fb96d-692c-4055-911b-a4a1fff340a9": "ad7fb96d-692c-4055-911b-a4a1fff340a9", "95a1b16c-21b0-471e-8afa-cfde0a50c242": "95a1b16c-21b0-471e-8afa-cfde0a50c242", "94b90255-49fa-4997-b01b-435fe810af3d": "94b90255-49fa-4997-b01b-435fe810af3d", "2cfebcea-dd5b-438e-88a0-600d4ed11d5b": "2cfebcea-dd5b-438e-88a0-600d4ed11d5b", "7c6f7c8f-9c5d-4943-a140-6f26d096fa78": "7c6f7c8f-9c5d-4943-a140-6f26d096fa78", "a9fb1017-cfa0-4ec5-9bbd-bd8562413a27": "a9fb1017-cfa0-4ec5-9bbd-bd8562413a27", "32779451-9094-45c8-9805-505bfe77ae02": "32779451-9094-45c8-9805-505bfe77ae02", "1aafa52a-a1e4-4fc1-be25-fe3e468773dc": "1aafa52a-a1e4-4fc1-be25-fe3e468773dc", "d06880fb-ad82-4e95-9dfe-7a1e43487115": "d06880fb-ad82-4e95-9dfe-7a1e43487115", "6e418821-0e4c-4b16-94a3-18979ee49717": "6e418821-0e4c-4b16-94a3-18979ee49717", "156c045f-5815-4038-bfd5-c0e044fe8c29": "156c045f-5815-4038-bfd5-c0e044fe8c29", "cfb52e08-9ef1-4670-82de-83395f0b9703": "cfb52e08-9ef1-4670-82de-83395f0b9703", "502c45d3-bc49-4409-922d-10b9c89bf509": "502c45d3-bc49-4409-922d-10b9c89bf509", "e4315d22-de5d-4574-951a-be74baa8a8fa": "e4315d22-de5d-4574-951a-be74baa8a8fa", "f21c583c-786d-4ace-b63e-270fe2cb3e6d": "f21c583c-786d-4ace-b63e-270fe2cb3e6d", "ed9d9041-2ed3-4afb-9dd9-adc2527017b2": "ed9d9041-2ed3-4afb-9dd9-adc2527017b2", "5eeb2d39-3f33-494b-ab2a-d44e746851e0": "5eeb2d39-3f33-494b-ab2a-d44e746851e0", "6de034c4-abf7-45d3-88dc-cf09058bd7d0": "6de034c4-abf7-45d3-88dc-cf09058bd7d0", "c73549de-a137-45bb-99d0-a9954efea30f": "c73549de-a137-45bb-99d0-a9954efea30f", "6b513081-d791-48e3-8c7a-e20f4ff61ff3": "6b513081-d791-48e3-8c7a-e20f4ff61ff3", "f8507c60-d462-4eb9-95ee-a70b025b2b53": "f8507c60-d462-4eb9-95ee-a70b025b2b53", "8e6cfbbd-b68b-483a-9108-5d4658278dd5": "8e6cfbbd-b68b-483a-9108-5d4658278dd5", "3b428d3f-f451-4deb-8da1-ac6ec1a4510c": "3b428d3f-f451-4deb-8da1-ac6ec1a4510c", "6ef185bc-c3fd-426d-befc-acd3d0c7601c": "6ef185bc-c3fd-426d-befc-acd3d0c7601c", "36a24954-65ad-4b17-8a0b-8b3ddea4acc8": "36a24954-65ad-4b17-8a0b-8b3ddea4acc8", "6e36cf37-db6f-4643-8928-587536138bf4": "6e36cf37-db6f-4643-8928-587536138bf4", "b3ca409d-ade4-43d1-b082-6ba89b3f9103": "b3ca409d-ade4-43d1-b082-6ba89b3f9103", "1fbfd3aa-7525-4148-8b1f-c78381ef04cf": "1fbfd3aa-7525-4148-8b1f-c78381ef04cf", "e7db6934-a536-410b-9a10-c9d8231cf498": "e7db6934-a536-410b-9a10-c9d8231cf498", "238d5565-3069-4656-9057-eed0f62a0195": "238d5565-3069-4656-9057-eed0f62a0195", "efc25613-f0ea-4423-bfcd-4d94c317f085": "efc25613-f0ea-4423-bfcd-4d94c317f085", "0d232bd1-92d2-4528-8313-efd8fb6e43ce": "0d232bd1-92d2-4528-8313-efd8fb6e43ce", "fb27f6c8-5f32-4e1e-b67f-9093b8945fa5": "fb27f6c8-5f32-4e1e-b67f-9093b8945fa5", "baddd037-25ed-43bd-8878-3fb9a28257c0": "baddd037-25ed-43bd-8878-3fb9a28257c0", "520c39be-89c1-4cad-9e9b-ff1f0cdc8b99": "520c39be-89c1-4cad-9e9b-ff1f0cdc8b99", "7c6cf108-a32b-4f25-911b-e5693988abe2": "7c6cf108-a32b-4f25-911b-e5693988abe2", "c96ac2eb-e620-41a2-87e2-bc6081486540": "c96ac2eb-e620-41a2-87e2-bc6081486540", "1c807086-e3fb-4a0c-8815-c3bd9e33e8a6": "1c807086-e3fb-4a0c-8815-c3bd9e33e8a6", "7806a154-64df-404e-a467-81c43dc0fd6a": "7806a154-64df-404e-a467-81c43dc0fd6a", "63182838-cdc4-4d16-9a5c-e150cc725ba2": "63182838-cdc4-4d16-9a5c-e150cc725ba2", "662eebf9-b079-4152-a33f-5d73035eabb9": "662eebf9-b079-4152-a33f-5d73035eabb9", "7f4026ba-287a-462b-87c1-c65b79f6630c": "7f4026ba-287a-462b-87c1-c65b79f6630c", "19697253-fdef-4265-824c-86267c79c40b": "19697253-fdef-4265-824c-86267c79c40b", "98ab18cc-e830-4acb-adb5-16225c149bf5": "98ab18cc-e830-4acb-adb5-16225c149bf5", "6400924f-9cff-4be0-8650-116576457b3f": "6400924f-9cff-4be0-8650-116576457b3f", "64ec3a8f-f0cb-4a79-a8d7-696349925582": "64ec3a8f-f0cb-4a79-a8d7-696349925582", "315ce06a-d9f7-4c7e-ac11-1fe99e20893e": "315ce06a-d9f7-4c7e-ac11-1fe99e20893e", "0c675c29-54ee-42ff-ac95-01f53450bc8b": "0c675c29-54ee-42ff-ac95-01f53450bc8b", "da1b2400-322b-459b-97b0-0c557f05d017": "da1b2400-322b-459b-97b0-0c557f05d017", "8d1da557-03db-4175-b881-e0480d706d96": "8d1da557-03db-4175-b881-e0480d706d96", "98955fca-5874-45a9-b2d5-278e6694c6ed": "98955fca-5874-45a9-b2d5-278e6694c6ed", "9e0d9bd0-8557-49bc-a949-4fc7ff7727ac": "9e0d9bd0-8557-49bc-a949-4fc7ff7727ac", "8f8e5124-1dab-47e6-8fa6-3fbdc0738f0a": "8f8e5124-1dab-47e6-8fa6-3fbdc0738f0a", "3a31db71-de8f-45f1-ae65-11981ed9d680": "3a31db71-de8f-45f1-ae65-11981ed9d680", "8290161d-6419-41c6-87a8-b0fa61b8bb86": "8290161d-6419-41c6-87a8-b0fa61b8bb86", "3e45c431-10df-423e-9f03-fb98b713cd4a": "3e45c431-10df-423e-9f03-fb98b713cd4a", "88391405-e329-495d-bf72-5de13bbf1846": "88391405-e329-495d-bf72-5de13bbf1846", "2cc794d0-316d-42f7-bbfd-25c34e4cd5df": "2cc794d0-316d-42f7-bbfd-25c34e4cd5df", "ce432996-29c3-4c62-944d-9d9c3b9b55ff": "ce432996-29c3-4c62-944d-9d9c3b9b55ff"}, "seoOverrides": [], "language": "en", "intl": {"language": "en", "languages": ["es", "en"], "messages": {}, "routed": false, "originalPath": "/learn/cybersecurity/universidad-galileo-analitica-avanzada-y-seguridad-cibernetica", "redirect": false, "redirectDefaultLanguageToRoot": false, "defaultLanguage": "en", "fallbackLanguage": "en", "ignoredPaths": [], "disableTranslated404": true}}}, "staticQueryHashes": ["161690398", "1738732212", "1879613831", "3810028428"], "slicesMap": {}}