{"id":"844c6738-bf18-4907-bec4-a86806634c4f","title":"Data Science Fundamentals: Practicum — Systems and Routines","description":"Data Science Fundamentals: Practicum — Systems and Routines is aimed at working specialists and managers aged 25–44 who need a structured upgrade they can deploy at work quickly. The program includes 9 lessons and about 26 hours, with emphasis on course orientation and outcomes, core concepts and mental models, and tools, setup, and learning environment; the capstone is a analytics casebook produced with Power BI, Jupyter and Python.","contentLanguage":"en","coverUrl":"/course-covers/data-science-fundamentals-practicum-systems-and-rout-ffa66a40-3b0.webp","createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:51:42.533Z","durationSeconds":93600,"authorId":"8c78fa65-95e8-4384-bf4c-00f621e88af9","rating":4.863636363636363,"reviewCount":44,"expectedLessonsCount":9,"trailerUrl":null,"faq":[{"answer":"Basic familiarity is recommended. The opening block quickly aligns terminology and tools, then moves straight into hands-on implementation.","question":"Do I need prior experience?"},{"answer":"A comfortable pace is 3–5 hours per week. In total, the course includes 9 lessons and about 26 hours of guided work.","question":"How much time should I set aside each week?"},{"answer":"You will finish with a analytics casebook plus reusable materials built around Power BI and Jupyter.","question":"What will I finish the course with?"}],"learningOutcomes":null,"requirements":null,"levels":["advanced"],"firstLessonFreePreviewEnabled":false,"certificateEnabled":true,"isPlatformCourse":false,"pricingTiers":[{"id":"standard","name":"Standard","price":129,"features":[],"highlighted":true}],"minPricingTierPrice":129,"bonuses":[],"status":"READY","archivedAt":null,"categoryId":"8426e212-0e70-4365-981a-f375e42464f6","lessons":[{"id":"e0fa9a1e-9217-4c20-afd5-7edb4cb7e98a","title":"Data Science Fundamentals: Practicum — Systems and Routines — course orientation and outcomes","description":"Lesson 1 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through course orientation and outcomes and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":0,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"edd899c6-5b6a-4f72-8eda-43a40489c80b","title":"Data Science Fundamentals: Practicum — Systems and Routines — core concepts and mental models","description":"Lesson 2 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through core concepts and mental models and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":1,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"5170223c-1fb3-49f4-9b08-a3f9bc841184","title":"Data Science Fundamentals: Practicum — Systems and Routines — tools, setup, and learning environment","description":"Lesson 3 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through tools, setup, and learning environment and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":2,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"88269544-ce6b-47fc-aff2-e0afac3a1191","title":"Data Science Fundamentals: Practicum — Systems and Routines — practical workflows and process design","description":"Lesson 4 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through practical workflows and process design and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":3,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"d8eb0d54-9e0a-4dc9-8d2e-e51574a3f420","title":"Data Science Fundamentals: Practicum — Systems and Routines — real cases and guided practice","description":"Lesson 5 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through real cases and guided practice and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":4,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"f5fc1ed2-3769-4ae5-82c1-91d827257190","title":"Data Science Fundamentals: Practicum — Systems and Routines — project build and review","description":"Lesson 6 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through project build and review and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":5,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"4d12ef57-1593-4051-b138-29c14305d927","title":"Data Science Fundamentals: Practicum — Systems and Routines — implementation, handoff, and next steps","description":"Lesson 7 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through implementation, handoff, and next steps and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":6,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"11372a0f-e14f-4468-b335-5c63e908e9ea","title":"Data Science Fundamentals: Practicum — Systems and Routines — data handling and preparation","description":"Lesson 8 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through data handling and preparation and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":7,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null},{"id":"9064c127-096b-488d-ae5a-4a2d7310eb74","title":"Data Science Fundamentals: Practicum — Systems and Routines — practice drills and repetition","description":"Lesson 9 of 9 in Data Science Fundamentals: Practicum — Systems and Routines: work through practice drills and repetition and turn the result into a reusable part of the final analytics casebook using Power BI and Jupyter.","videoUrl":null,"videoFileName":null,"duration":10400,"position":8,"createdAt":"2026-05-26T07:47:22.419Z","updatedAt":"2026-05-26T07:47:22.419Z","courseId":"844c6738-bf18-4907-bec4-a86806634c4f","attachments":null,"dripDelayDays":null,"isFreePreview":false,"previewStartSeconds":0,"previewEndSeconds":null,"prerequisiteId":null,"unlockAt":null,"availablePricingTierIds":null}],"author":{"id":"8c78fa65-95e8-4384-bf4c-00f621e88af9","name":"Leo Greene","avatarUrl":null,"bio":null,"socialLinks":null,"isPlatformRepresentative":false},"hasTeamOffer":false,"teamOfferSummary":null}