{"url": "https://maven.com/p/700ad4/cracking-a-b-testing-interviews", "core": {"title": "Cracking A/B Testing Interviews", "slug": "700ad4", "id": 10735, "page_type": "workshop", "description": "A/B testing questions are one of the most commonly asked question in data science interviews. If you want to perform well in interviews, you need more than textbook A/B testing. You need to show that you can reason under ambiguity, make tradeoffs explicit, and connect experiments to real business decisions. This lightning lesson is designed to help you do exactly that", "start_datetime": "2026-06-12T16:00:00Z", "duration_min": 45, "is_recording_public": false, "has_internal_recording": false, "instructor_name": "Siddarth R", "instructor_title": "Director of Data Science, Microsoft", "instructor_headline": "", "course_name": null, "course_slug": null, "school_name": "Manisha Arora", "school_slug": "prepvector", "chapter_count": 0}, "next_data": {"props": {"pageProps": {"apiSchool": {"id": 4779, "slug": "prepvector", "name": "Manisha Arora", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1QKLveQN8ZBc7UNq", "zoom_auth_version": 2, "verified": true, "timezone": "America/New_York", "support_email": null, "school_tags": [], "instructor_bio": null}, "pageType": "workshop", "school": {"id": 4779, "slug": "prepvector", "name": "Manisha Arora", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1QKLveQN8ZBc7UNq", "zoom_auth_version": 2, "verified": true, "timezone": "America/New_York", "support_email": null, "school_tags": [], "instructor_bio": null}, "course": null, "contentPageSlug": "700ad4", "contentPage": {"id": 10735, "school_id": 4779, "slug": "700ad4", "content_page_type": "workshop", "sections": [{"uuid": "bb589c79-85c8-4e48-89ae-fd17d7d5b1a9", "title": "Cracking A/B Testing Interviews", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/8RAJLIZcQpuWX7hRvp4J_Single%20Instructor.png", "is_visible": true, "topic_desc": "A/B testing questions are one of the most commonly asked question in data science interviews. If you want to perform well in interviews, you need more than textbook A/B testing. You need to show that you can reason under ambiguity, make tradeoffs explicit, and connect experiments to real business decisions. This lightning lesson is designed to help you do exactly that", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Siddarth R", "uuid": "835f8857-65dc-4b81-8c32-6e2502ad5b68", "logos": null, "title": "Director of Data Science, Microsoft", "bio_html": "<p>Siddarth is the Director of Data Science at Microsoft. He has 20 years industry experience across Data &amp; Product. In his current role, he is responsible for driving the growth of Azure through AI and ML. He loves to empower others through knowledge sharing, community building, and mentoring other data professionals to get to the next step in their careers.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/LhJMzB4ERNKhwD2kBlnI_image.png", "highlights": null, "linkedin_url": null, "preferred_name": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "df382b95-081e-4fb7-b363-fd08d90cd25f", "title": "Key Focus Areas in A/B Testing Interviews", "description": "Deep dive into the key technical concepts testing in A/B Testing Interviews"}, {"uuid": "e6d494ca-2d65-4c72-9919-07d24509bf5f", "title": "How Interviewers Evaluate A/B Testing Answers", "description": "Learn the key concepts that interviewers are evaluating you on during AB Testing Interviews"}, {"uuid": "b59582ea-c3f1-4791-9d84-feb852ac81dd", "title": "A Clear Framework to Structure Any A/B Testing Question", "description": "A framework to confidently design AB Tests and move from business objectives to metrics, design, and decisions."}]}], "created_at": "2026-05-10T19:57:09.698980Z", "updated_at": "2026-05-10T19:57:53.348638Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 20174, "course_stripe_promo_code_id": null}, "school_event": {"id": 10735, "slug": null, "title": "Cracking A/B Testing Interviews", "description": null, "start_datetime": "2026-06-12T16:00:00Z", "end_datetime": "2026-06-12T16:45:00Z", "start_date": "2026-06-12", "start_time": "12:00:00", "duration_min": 45, "timezone": "America/New_York", "has_internal_recording": false, "is_recording_public": false}, "num_signups": 33}, "relatedWorkshops": [{"id": 8299, "school_id": 16697, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 19663, "workshop_tags": [{"id": 159, "tag_type": "internal_collection", "label": "LL non-instructor", "slug": "ll-non-instructor", "description": null, "parent_tag_id": null}, {"id": 298, "tag_type": "persona", "label": "For Everyone", "slug": "for-everyone", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}, {"id": 317, "tag_type": "topic", "label": "Communication", "slug": "communication", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 11093, "school_id": 16697, "slug": "a8f380", "content_page_type": "workshop", "sections": [{"uuid": "ffb7db5d-b5a6-4d4a-b944-823ea73f42cb", "title": "How to Master Interviews and Stand Out as a Top Candidate", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/RzmtSQMbQQic96lkF1fc_Answering%20Interview%20Questions.png", "is_visible": true, "topic_desc": "Strong interview skills can completely change the trajectory of a candidate’s career. While many applicants have strong resumes and backgrounds, top candidates stand out through clear communication, structured storytelling, and confidence during interviews. \n\nThis workshop teaches practical frameworks, real examples, and preparation strategies that help candidates perform at a higher level.", "brand_logos": {"label": "", "logos": [{"name": "Google", "type": "logo", "uuid": "5ef0f399-e090-48c9-9a48-0dac88c496f7", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idjOb2YcqW.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Alex Harlan", "uuid": "c8021e9b-44ee-4fa8-a8ef-a62e0a3ec66c", "logos": null, "title": "Finance Program Manager at Google", "bio_html": "<p>Alex Harlan is a Finance Program Manager at Google and Founder of <a href=\"https://www.summitresume.com/\" rel=\"noopener noreferrer\" target=\"_blank\">Summit Resume</a>, where he has helped <strong><em>1,300+</em></strong> professionals across levels and industries land competitive, 6-figure roles through powerful resume writing, LinkedIn optimization, and interview preparation. His work spans clients from students to senior VPs at companies such as Google, Amazon, and PwC, giving him a unique, cross-industry perspective on what actually drives hiring decisions and career advancement. He also serves as the Google Atlanta Career Development Site Lead and interviewer.</p><p><br></p><p>At Google, Alex leads large-scale finance automation and accounting initiatives, partnering with cross-functional teams to design scalable systems, improve financial reporting accuracy, and reduce operational risk across billions in revenue. His experience working at the intersection of finance, systems, and strategy gives him a practical understanding of how high-performing organizations operate, and what they look for in top talent. </p><p><br></p><p>Beyond his corporate role, Alex is a highly sought-after keynote speaker, speaking at <strong><em>120+</em></strong> workshops to a combined <strong><em>10,000+</em></strong> at organizations such as Google, Northwestern, Georgia Tech, and the University of Washington. His sessions focus on translating complex career strategies into simple, actionable frameworks that students and professionals can immediately apply.</p><p><br></p><p>Alex’s passion for this work is rooted in impact. From helping individuals land life-changing opportunities to supporting entire classrooms and organizations, he is driven by the belief that career growth should be intentional, strategic, and accessible. Students who learn from Alex don’t just gain information. They leave with clear systems, proven frameworks, and practical tools they can use the same day to accelerate their careers.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/puSZFRPKQPCLk2rhLJQS_v1%20(1).png", "highlights": null, "linkedin_url": null, "preferred_name": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "516db443-7168-4a6f-a9cd-2ea104e4f8ad", "title": "Master Behavioral Interviews", "description": "Learn how to structure strong STAR-based answers that clearly showcase impact, ownership, and results."}, {"uuid": "ad5c6c6d-bab8-4f79-a1f8-839bf38e5889", "title": "Master General Questions", "description": "Create a polished answer framework for common general questions"}, {"uuid": "7328b6fb-ef23-4a63-b63c-67a34d8fc018", "title": "Answer Hypothetical Questions with Confidence", "description": "Apply structured problem-solving frameworks to tackle case and situational interview questions effectively."}, {"uuid": "dfa12605-6db4-4e39-b041-9f0d537f34d0", "title": "Develop an Interview Preparation Strategy", "description": "Learn how top candidates research roles, prepare stories, and leverage recruiters before interviews."}]}], "created_at": "2026-05-16T03:23:22.547960Z", "updated_at": "2026-05-16T03:23:24.881649Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 19663, "course_stripe_promo_code_id": null}, "school_event": {"id": 11093, "slug": null, "title": "How to Master Interviews and Stand Out as a Top Candidate", "description": null, "start_datetime": "2026-05-26T21:30:00Z", "end_datetime": "2026-05-26T22:15:00Z", "start_date": "2026-05-26", "start_time": "14:30:00", "duration_min": 45, "timezone": "America/Los_Angeles", "has_internal_recording": false, "is_recording_public": false}, "num_signups": 25}}, {"id": 7625, "school_id": 4779, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 20174, "workshop_tags": [{"id": 159, "tag_type": "internal_collection", "label": "LL non-instructor", "slug": "ll-non-instructor", "description": null, "parent_tag_id": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}, {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null}, {"id": 440, "tag_type": "topic", "label": "Product Sense", "slug": "product-sense", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 10736, "school_id": 4779, "slug": "23e331", "content_page_type": "workshop", "sections": [{"uuid": "766d97a4-b4f5-43df-a71a-034316d487a8", "title": "How Big Tech Actually Evaluates DS Candidates", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/boei9QaTH2owq3hBSFJE_Single%20Instructor%20(1).png", "is_visible": true, "topic_desc": "Product DS is one of the most sought-after — and most rewarding — roles in the DS landscape. Many candidates bring a strong technical foundation, sharp analytical thinking, and real business experience to the table. The opportunity lies in channeling that into the right areas — product sense, experimentation design— while staying ahead of an evolving hiring bar that increasingly values AI fluency", "brand_logos": {"label": "", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Siddarth R", "uuid": "3b753801-9af4-4a69-bc3f-b2bbe2b30542", "logos": null, "title": "Director of Data Science, Microsoft", "bio_html": "<p>Siddarth is the Director of Data Science at Microsoft. He has 20 years industry experience across Data &amp; Product. In his current role, he is responsible for driving the growth of Azure through AI and ML. He loves to empower others through knowledge sharing, community building, and mentoring other data professionals to get to the next step in their careers.</p><p><br></p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/j1OikzlcR4ORkwr0vNPQ_image.png", "highlights": null, "linkedin_url": null, "preferred_name": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "1af400da-abe1-475a-8914-ff54f6b36d8f", "title": "Core Skills of a Product DS", "description": "Understand the full mix of technical, AI and business skills that define a strong Product DS in today's market"}, {"uuid": "5bb4c2ad-916f-4b50-b3cb-09712ca26921", "title": "How Interview Questions Are Structured", "description": "Walk through how AB testing, Product Sense questions are designed and what a strong answer looks like"}, {"uuid": "412aaa14-c049-4d51-b20e-92d150dee169", "title": "A Targeted Preparation Strategy", "description": "Leave with a practical, prioritized plan you can act on immediately to build the skills that matter most for this role"}]}], "created_at": "2026-05-10T19:58:53.564422Z", "updated_at": "2026-05-10T19:59:15.730061Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 20174, "course_stripe_promo_code_id": null}, "school_event": {"id": 10736, "slug": null, "title": "How Big Tech Actually Evaluates DS Candidates", "description": null, "start_datetime": "2026-06-19T16:00:00Z", "end_datetime": "2026-06-19T16:45:00Z", "start_date": "2026-06-19", "start_time": "12:00:00", "duration_min": 45, "timezone": "America/New_York", "has_internal_recording": false, "is_recording_public": false}, "num_signups": 17}}, {"id": 7923, "school_id": 16215, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 20121, "workshop_tags": [{"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}, {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 10336, "school_id": 16215, "slug": "6735cf", "content_page_type": "workshop", "sections": [{"uuid": "5eb022a2-72b5-4c5b-8b83-28033f705673", "title": "Crack SQL for Data Science Interviews", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/knV3dmtySdGBSmpRAPuW_Screenshot%202026-04-25%20at%203.01.01%E2%80%AFAM.png", "is_visible": true, "topic_desc": "SQL is a core skill for data science interviews and real analytics work. Students should care because it shows how they think with data, not just syntax. This lesson helps them solve ambiguous problems, define metrics, handle edge cases, and explain logic clearly—building confidence for interviews and stronger on-the-job analysis.", "brand_logos": {"label": "Previously at", "logos": [{"name": "Atlassian", "type": "logo", "uuid": "8a3758e3-6f02-4072-af54-02a0a93f7294", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idlQIwGMOK/id-zfVoXlz.svg"}, {"name": "Pinterest", "type": "logo", "uuid": "4f700678-1e33-483b-83b5-244b22e7d85d", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idGP0S1Jjj/idcnOHB0Ba.svg"}, {"name": "Dropbox", "type": "logo", "uuid": "32e01a8d-9d57-448d-b2a0-637a130114c8", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idY3kwH_Nx/idpEif7tzn.svg"}, {"name": "eBay", "type": "logo", "uuid": "cf64ebe0-da88-4cd3-a31e-80ac93058b70", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idC0T6HUjp/id975YPv7l.svg"}, {"name": "Google", "type": "logo", "uuid": "35855750-c24e-4cbb-a012-eb0901457518", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idjOb2YcqW.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Anirban Bhattacharyya", "uuid": "20ff4ac9-8856-4ab1-8026-a3bd4c636565", "logos": {"label": "", "logos": []}, "title": "Seasoned data scientist with more than 10 years of experience in data science", "bio_html": "<p>Anirban is a Senior Data Scientist at Atlassian with more than 10 years of experience applying analytics, experimentation, and causal inference to real-world business problems. Over the course of his career, he has worked at companies including Google, Dropbox, Pinterest, eBay, and American Express, where he partnered with product, growth, and marketing teams to drive better decisions through data.</p><p><br></p><p>His work has focused on high-impact questions such as measuring the effect of product changes, understanding customer behavior, optimizing growth initiatives, and evaluating interventions when clean randomized experiments are not possible. Across these roles, he has developed deep expertise in causal inference, statistical modeling, experimentation, and product analytics, with a strong emphasis on making rigorous methods useful in messy, high-stakes business settings.</p><p><br></p><p>Anirban brings a practical, industry-centered perspective to teaching. Rather than focusing only on theory, he is passionate about helping students learn how to choose the right causal method, validate assumptions, diagnose failure modes, and communicate findings in a way that earns stakeholder trust and drives action.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/bv9g6nXR32zlEyDeA9KA_Untitled%20(2).png", "highlights": [], "linkedin_url": "", "preferred_name": null, "twitter_handle": "", "highlights_html": null, "image_url_no_bg": null, "custom_social_link": ""}], "learning_outcomes": [{"uuid": "666dfeb1-3272-4b7d-b231-babd2ca66b7c", "title": "", "description": "Solve interview-style SQL problems confidently by breaking down ambiguous questions into clear query logic."}, {"uuid": "73e3bc13-fd76-4fb1-bebd-c180bb41bc5e", "title": "", "description": "Apply advanced SQL patterns including joins, CTEs, window functions, aggregations, funnels, cohorts, retention analysis"}, {"uuid": "054f1822-7cbe-498c-8ffa-1fb591d1216c", "title": "", "description": "Communicate analytical reasoning clearly by explaining assumptions, edge cases, metrics, and tradeoffs"}]}], "created_at": "2026-05-02T22:54:56.640839Z", "updated_at": "2026-05-04T20:29:28.491948Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 20121, "course_stripe_promo_code_id": null}, "school_event": {"id": 10336, "slug": null, "title": "Crack SQL for Data Science Interviews", "description": null, "start_datetime": "2026-05-24T17:00:00Z", "end_datetime": "2026-05-24T17:30:00Z", "start_date": "2026-05-24", "start_time": "12:00:00", "duration_min": 30, "timezone": "America/Chicago", "has_internal_recording": false, "is_recording_public": false}, "num_signups": 23}}], "exploreCourses": [{"objectID": "1208", "school_id": 1134, "school_name": "Kohavi", "school_slug": "kohavi", "course_id": 1208, "course_name": "Accelerating Innovation with A/B Testing", "course_slug": "abtesting", "course_description": "Learn from a world-leading expert how to design and analyze trustworthy A/B tests to evaluate ideas, integrate AI/ML, and grow your business", "clp_hero_media": {"media_type": "image_url", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/hzzt3qSqm16QKtNuiz9w_mavenRonnyKAB2.jpg", "youtube_video_id": "dQw4w9WgXcQ", "vimeo_video_id": null}, "instructor_infos": [{"name": "Dr. Ronny Kohavi", "image_url": "https://user-assets.maven.com/instructor-avatars/abtesting/dr-ronny-kohavi-a590ecbb.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-avatars/abtesting/dr-ronny-kohavi-33b5428b-no-bg.png", "uuid": "5936e4a5-061d-43d4-bd40-2cda79a18535", "bio_html": "<p>Ronny Kohavi was an <strong>executive at Amazon, Microsoft, and Airbnb</strong> and has over 20 years of experience running A/B tests and leading experimentation teams. He loves to teach, and his papers have over 65,000 citations. He co-authored the best-selling book: <strong>Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing</strong> (with Diane Tang and Ya Xu), which is a top-10 data mining book on Amazon. He is the most viewed writer on Quora's A/B testing and received the Individual Lifetime Achievement Award for Experimentation Culture in Sept 2020.</p><p>Ronny holds a PhD in Machine Learning from Stanford University.</p><p><br></p>", "headline": "Author of best-selling A/B testing book", "title": "Technical fellow and VP at Microsoft & Airbnb, co-author of A/B testing book", "linkedin_url": "https://www.linkedin.com/in/ronnyk/", "twitter_handle": "@RonnyK", "custom_social_link": null, "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg", "type": "logo", "file_type": "svg", "uuid": "a38df7b1-6692-40c2-be9a-b31b6f547256", "name": "Microsoft"}, {"image_url": "https://asset.brandfetch.io/idkuvXnjOH/idZUWqJuSO.svg", "type": "logo", "file_type": "svg", "uuid": "770adcb3-8461-43cd-ae5d-198c52c8e8f4", "name": "Airbnb"}, {"image_url": "https://asset.brandfetch.io/idawOgYOsG/idEqxL5YFw.svg", "type": "logo", "file_type": "svg", "uuid": "427d966b-06d4-4f3a-b852-bc8b746b7302", "name": "Amazon"}], "label": ""}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}], "instructor_caption": "Technical fellow and VP at Microsoft & Airbnb, co-author of A/B testing book", "custom_landing_page_url": null, "ratings": {"sum_ratings": 1440, "num_ratings": 150}, "course_length_days": [11], "price": {"amount": 199900, "currency": "usd"}, "in_session_cohorts": [], "latest_past_cohort": {"slug": "23", "name": "9 March 2026", "course_id": 1208, "school_id": 1134, "id": 24799, "start_date": "2026-03-09T16:00:00Z", "end_date": "2026-03-19T20:00:00Z", "portal_open_date": "2026-03-05T07:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-03-04T16:00:00+00:00", "payment_deadline": "2026-03-09T18:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "8b98059e-afc5-4197-b3fd-edaaad36a8f5", "announcements_channel_stream_id": "041b6e7d-44ef-4ef9-9f60-3a2119d98644", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "next_live_cohort": {"slug": "24", "name": "1 June 2026", "course_id": 1208, "school_id": 1134, "id": 25573, "start_date": "2026-06-01T16:00:00Z", "end_date": "2026-06-11T20:00:00Z", "portal_open_date": "2026-05-28T16:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-05-27T16:00:00+00:00", "payment_deadline": "2026-06-01T18:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "c555c7fc-3146-4c0a-8917-836135a67e84", "announcements_channel_stream_id": "0803f72e-76ef-418f-9653-9ce01e1da6c0", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "tags": [{"id": 2, "tag_type": "category", "label": "Product", "slug": "product-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 216, "tag_type": "internal_collection", "label": "[LEGACY] Instructor Owned CLC Opt-in", "slug": "legacy-instructor-owned-clc", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 172, "tag_type": "internal_collection", "label": "AI Affiliates", "slug": "ai-affiliates-nov-24", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 165, "tag_type": "internal_collection", "label": "Student Growth Program (SGP) opt-out", "slug": "sgp-opt-out", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 261, "tag_type": "internal_collection", "label": "Maven CLC Opt Out", "slug": "maven-clc-opt-out", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 32, "tag_type": "deprecated", "label": "Data", "slug": "x-deprecated-data", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 69, "tag_type": "internal_collection", "label": "Maven Selects", "slug": "maven-selects", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 74, "tag_type": "internal_collection", "label": "Hide Satisfaction Guarantee", "slug": "hide-satisfaction-guarantee", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 187, "tag_type": "internal_collection", "label": "Bulk purchase opt-in override (only for SGP opt-outs)", "slug": "bulk-purchase-opt-in-override", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 244, "tag_type": "internal_collection", "label": "Courses filtered for recommendations", "slug": "courses-filtered-for-recommendations", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 203, "tag_type": "internal_collection", "label": "Affiliate Kyle Poyar", "slug": "affiliate-kyle-poyar", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 205, "tag_type": "internal_collection", "label": "Affiliate Emily Kramer", "slug": "affiliate-emily-kramer", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 202, "tag_type": "internal_collection", "label": "The Growth Renaissance", "slug": "growth-insiders", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 326, "tag_type": "topic", "label": "Experimentation", "slug": "experimentation", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 81, "tag_type": "deprecated", "label": "Data science and engineering", "slug": "x-subcategory-data-science-and-engineering", "description": null, "parent_tag_id": 35, "num_courses": null}, {"id": 78, "tag_type": "deprecated", "label": "AI product management", "slug": "x-subcategory-ai-product-management", "description": null, "parent_tag_id": 35, "num_courses": null}, {"id": 87, "tag_type": "deprecated", "label": "Growth and GTM", "slug": "x-subcategory-growth-and-gtm", "description": null, "parent_tag_id": 2, "num_courses": null}, {"id": 109, "tag_type": "deprecated", "label": "Data science and engineering", "slug": "x-subcategory-data-science-and-engineering-1", "description": null, "parent_tag_id": 31, "num_courses": null}], "price_usd": 199900, "avg_course_length_days": 11, "next_live_cohort_deadline": 1780329600, "is_new": false, "is_best_seller": true, "course_format": "full_course", "avg_rating": 9.6, "is_open_for_enrollment": true, "trending_val": 20260428.00001999, "clp_course_overview": null, "clp_target_audience": null, "clp_prerequisites": null, "clp_topics": null, "clp_course_syllabus": null, "clp_schedule": null, "is_upmarket_clp_published": true, "upmarket_clp_narrative": {"title": "Empower your organization to be data-driven and innovative", "description_html": "<p>Through multiple real examples of well-run experiments and stories from Microsoft, Amazon, and Airbnb, you will see the humbling reality that we are terrible at assessing the value of ideas.</p><p></p><p>Trivial changes can be surprisingly useful, whereas large efforts often fail. Accelerate innovation by building Minimum Viable Products (MVPs) and features, and make the organization more evidence-based and humble as it adopts and learns to use evidence from the gold standard in science—the controlled experiment.</p><p>You will understand the challenges in designing and running trustworthy randomized controlled experiments (A/B tests), including the importance of the Overall Evaluation Criterion (OEC), scaling, common pitfalls, and Twyman's Law. We cover cultural challenges, institutional memory, maturity model, observational causal studies, offline evaluation, AI/Machine learning and triggering, build-vs-buy trade-offs, challenges, and requested topics.</p><p><br>The <strong>Advanced Topics</strong> course is designed as a technical follow-on: <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://bit.ly/AdvancedABFS\">https://bit.ly/AdvancedABFS</a></p><p><br></p>"}, "upmarket_clp_target_audience": {"items": [{"uuid": "2c70a10d-ef22-476f-a720-47259dc8e194", "description_html": "<p><strong>Data science managers </strong>and <strong>scientists </strong>will be able to design and interpret the experimental results in a <strong>trustworthy </strong>manner</p>"}, {"uuid": "15d811e0-9d51-499d-9a97-c2f8ddf8290c", "description_html": "<p><strong>Program managers</strong> focused on <strong>growth</strong>, <strong>revenue</strong>, <strong>conversions</strong>, and <strong>prioritization </strong>will understand how to provide the org with robust clear metric</p>"}, {"uuid": "f64c1259-1324-4324-bd99-5953e838c6c6", "description_html": "<p><strong>Engineering leaders</strong> will be able to make organizations more <strong>data-driven</strong> and <strong>efficient </strong>with <strong>fewer severe incidents</strong> through A/B tests</p>"}]}, "upmarket_clp_prerequisites": {"is_visible": false, "items": [{"uuid": "c94bfd83-6f42-454b-b0a3-0cb7563e6ed3", "name": "", "description": ""}]}, "upmarket_clp_outcomes": {"is_visible": false, "description": "Learn from a world-leading expert how to design and analyze trustworthy A/B tests to evaluate ideas, integrate AI/ML, and grow your business", "items": [{"uuid": "85e5d672-8762-46d6-9ca2-a11a25a055e4", "title": "Internalize the humbling reality: we are poor at assessing the value of ideas", "items": ["Hear multiple real memorable stories and examples", "Guess the outcome of real A/B tests", "Data about industry success rate"]}, {"uuid": "3a9b3295-5dc3-4976-8b52-fe7109dba9fd", "title": "Understand the key advantages and limitations of A/B testing", "items": ["Understand key concepts like causality and the Hierarchy of Evidence", "Review the key organizational tenets required for effective experimentation.", "Learn quasi-experimental techniques"]}, {"uuid": "7bd6796e-a7ce-4270-a077-70b5721fd5dd", "title": "Learn how to design metrics and the Overall Evaluation Criterion", "items": ["Designing metrics is hard. There is a hierarchy of metrics and perverse incentives.", "The most important metrics comprise the OEC - The Overall Evaluation Criterion.", "See good and bad examples."]}, {"uuid": "8d3c3a42-7265-47f2-8b8c-d1c916218c04", "title": "Learn how to design trustworthy A/B tests", "items": ["Getting numbers is easy; getting numbers you can trust is hard", "Understand common pitfalls and how to design reliable and trustworthy tests.", ""]}, {"uuid": "dc53780f-c43c-41e5-9189-07807e51f799", "title": "Learn about the cultural challenges", "items": ["Cultural evolution", "Institutional memory, ideation, and prioritization", ""]}, {"uuid": "617a16d2-8666-4b60-a36a-898443fa11b5", "title": "Learn about the relationship to AI and Machine Learning Modeling", "items": ["Offline and online evaluation", "Triggering", ""]}]}, "vector_string": null, "vector": null, "score": 1.8630694}, {"objectID": "13693", "school_id": 1134, "school_name": "Kohavi", "school_slug": "kohavi", "course_id": 13693, "course_name": "Advanced Topics in Practical A/B Testing", "course_slug": "advanced-ab", "course_description": "Learn advanced A/B-testing topics from a world-leading expert. Ten topics in three days of 2 hours each.\n\n⚠️ Warning: Advanced course ", "clp_hero_media": {"media_type": "image_url", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/sicB2oDNRKe2jv8m02jN_MavenRonnyKAdvancedAB.jpg", "youtube_video_id": "dQw4w9WgXcQ", "vimeo_video_id": null}, "instructor_infos": [{"name": "Dr. Ronny Kohavi", "image_url": "https://user-assets.maven.com/instructor-avatars/advanced-ab/dr-ronny-kohavi-5a77ad96.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-avatars/advanced-ab/dr-ronny-kohavi-3df7d5fa-no-bg.png", "uuid": "b234119d-0b08-42db-9d6c-dc8406165304", "bio_html": "<p>Ronny Kohavi was an <strong>executive at Amazon, Microsoft, and Airbnb</strong> and has over 20 years of experience running A/B tests and leading experimentation teams. He loves to teach, and his papers have over 65,000 citations. He co-authored the best-selling book: <strong>Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing</strong> (with Diane Tang and Ya Xu), which is a top-10 data mining book on Amazon. He is the most viewed writer on Quora's A/B testing and received the Individual Lifetime Achievement Award for Experimentation Culture in Sept 2020.</p><p>Ronny holds a PhD in Machine Learning from Stanford University.</p>", "headline": "Author of best-selling A/B testing book", "title": "Technical fellow and VP at Microsoft & Airbnb, co-author of A/B testing book", "linkedin_url": "https://www.linkedin.com/in/ronnyk/", "twitter_handle": "@RonnyK", "custom_social_link": null, "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg", "type": "logo", "file_type": "svg", "uuid": "244b96ce-6568-468b-8acd-2c22e222a849", "name": "Microsoft"}, {"image_url": "https://asset.brandfetch.io/idkuvXnjOH/idZUWqJuSO.svg", "type": "logo", "file_type": "svg", "uuid": "dbdfa2d1-12e1-4dd0-be7a-4fd1aed38177", "name": "Airbnb"}, {"image_url": "https://asset.brandfetch.io/idawOgYOsG/idEqxL5YFw.svg", "type": "logo", "file_type": "svg", "uuid": "1d2ec5e4-a650-4791-97b3-ed76b9a096ba", "name": "Amazon"}], "label": ""}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}], "instructor_caption": "Technical fellow and VP at Microsoft & Airbnb, co-author of A/B testing book", "custom_landing_page_url": null, "ratings": {"sum_ratings": 679, "num_ratings": 68}, "course_length_days": [3], "price": {"amount": 119900, "currency": "usd"}, "in_session_cohorts": [], "latest_past_cohort": {"slug": "8", "name": "23 March 2026", "course_id": 13693, "school_id": 1134, "id": 24800, "start_date": "2026-03-23T16:00:00Z", "end_date": "2026-03-26T20:00:00Z", "portal_open_date": "2026-03-19T16:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-03-18T16:00:00+00:00", "payment_deadline": "2026-03-23T18:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "764331b4-127e-4a1f-a11f-5e12dbe74981", "announcements_channel_stream_id": "29fc203f-27dc-4036-b85a-5e8b91b7a221", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "next_live_cohort": {"slug": "9", "name": "15 June 2026 - Advanced", "course_id": 13693, "school_id": 1134, "id": 25574, "start_date": "2026-06-15T16:00:00Z", "end_date": "2026-06-17T20:00:00Z", "portal_open_date": "2026-06-11T16:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-06-10T16:00:00+00:00", "payment_deadline": "2026-06-15T18:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "77ce9f4b-b5d7-401e-9d6f-1d2437f36ffe", "announcements_channel_stream_id": "94a2ab93-d2c0-4fb8-a9bb-3e7c887073a6", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "tags": [{"id": 2, "tag_type": "category", "label": "Product", "slug": "product-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 4, "tag_type": "category", "label": "Marketing & sales", "slug": "marketing-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 216, "tag_type": "internal_collection", "label": "[LEGACY] Instructor Owned CLC Opt-in", "slug": "legacy-instructor-owned-clc", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 165, "tag_type": "internal_collection", "label": "Student Growth Program (SGP) opt-out", "slug": "sgp-opt-out", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 261, "tag_type": "internal_collection", "label": "Maven CLC Opt Out", "slug": "maven-clc-opt-out", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 74, "tag_type": "internal_collection", "label": "Hide Satisfaction Guarantee", "slug": "hide-satisfaction-guarantee", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 187, "tag_type": "internal_collection", "label": "Bulk purchase opt-in override (only for SGP opt-outs)", "slug": "bulk-purchase-opt-in-override", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 244, "tag_type": "internal_collection", "label": "Courses filtered for recommendations", "slug": "courses-filtered-for-recommendations", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 305, "tag_type": "persona", "label": "For Project Managers", "slug": "for-project-managers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 326, "tag_type": "topic", "label": "Experimentation", "slug": "experimentation", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 87, "tag_type": "deprecated", "label": "Growth and GTM", "slug": "x-subcategory-growth-and-gtm", "description": null, "parent_tag_id": 2, "num_courses": null}, {"id": 102, "tag_type": "deprecated", "label": "Growth marketing", "slug": "x-subcategory-growth-marketing", "description": null, "parent_tag_id": 4, "num_courses": null}, {"id": 105, "tag_type": "deprecated", "label": "Product marketing", "slug": "x-subcategory-product-marketing", "description": null, "parent_tag_id": 4, "num_courses": null}], "price_usd": 119900, "avg_course_length_days": 3, "next_live_cohort_deadline": 1781539200, "is_new": false, "is_best_seller": true, "course_format": "full_course", "avg_rating": 10, "is_open_for_enrollment": true, "trending_val": 20260424.00001199, "clp_course_overview": null, "clp_target_audience": null, "clp_prerequisites": null, "clp_topics": null, "clp_course_syllabus": null, "clp_schedule": null, "is_upmarket_clp_published": true, "upmarket_clp_narrative": {"title": "Improve your A/B testing capabilities and build trust", "description_html": "<p>We cover advanced topics not typically addressed in courses and books and leave significant time for interactions and Q&amp;A.</p><p>Classes are small: typically ~15 live attendees. </p><p>The course assumes you already took <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://bit.ly/ABCourseRonKohavi\">https://bit.ly/ABCourseRonKohavi</a> or have equivalent knowledge.</p>"}, "upmarket_clp_target_audience": {"items": [{"uuid": "b3358683-d8ca-403b-98f7-3063efe1ac15", "description_html": "<p>Data science managers and scientists who understand the basics of A/B testing and want to better understand advanced topics</p>"}, {"uuid": "4d243e42-d7b3-4c31-b181-89005f767b3e", "description_html": "<p>Product and program managers who want to advance their understanding of A/B testing</p>"}]}, "upmarket_clp_prerequisites": {"is_visible": true, "items": [{"uuid": "d034dc09-d325-43aa-8076-4260a85c295c", "name": "Follow-on to flagship course", "description": "Designed as a follow-on to the flagship course: https://maven.com/kohavi/abtesting. \n\nTake that course first, or have equivalent knowledge"}, {"uuid": "fc1fe861-e42e-4080-b7b4-280decfbaeb0", "name": "Statistics of A/B Testing", "description": "Good understanding of p-value misconceptions, statistical power, OEC."}]}, "upmarket_clp_outcomes": {"is_visible": false, "description": "Learn advanced A/B-testing topics from a world-leading expert. Ten topics in three days of 2 hours each.\n\n⚠️ Warning: Advanced course ", "items": [{"uuid": "7c6f55a0-6580-46a2-b9d4-7174c957cdcb", "title": "Improve your A/B Testing capabilities and trust", "items": ["Understand advanced topics", "Click \"Expand all modules\" in the Course Syllabus below to see the details.", ""]}, {"uuid": "e601532e-a8d9-4846-a83d-acaf1e058e3c", "title": "Discuss your own questions", "items": ["This is an interactive class", "We allocate significant time for Q&A", ""]}]}, "vector_string": null, "vector": null, "score": 1.8411589}, {"objectID": "14682", "school_id": 13337, "school_name": "Alex Kliotzkin", "school_slug": "alex-kliotzkin", "course_id": 14682, "course_name": "Acing Engineering Manager Interviews", "course_slug": "acing-em-interviews", "course_description": "Learn the skills + frameworks you need to ace interviews for senior leadership roles (Engineering Manager, Senior Manager, Team Lead). ", "clp_hero_media": {"media_type": "image_url", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/om5IuOFRjSrxfjAzHNR9_acing_em_interview_banner_raphael.jpg", "youtube_video_id": "dQw4w9WgXcQ", "vimeo_video_id": null}, "instructor_infos": [{"name": "Alex Kliotzkin", "image_url": "https://user-assets.maven.com/instructor-avatars/acing-em-interviews/alex-kliotzkin-25327d8e.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-avatars/acing-em-interviews/alex-kliotzkin-d3170e84-no-bg.png", "uuid": "465d6b5b-ddb0-41d0-8286-e721fb9fcda9", "bio_html": "<p>Alex is an experienced tech leader with 17+ years of international experience in big tech and startups.</p><p>Alongside his full-time job as a Director of Engineering, Alex pursues his passion for helping engineers grow as a Career &amp; Leadership Coach, having coached 100+ engineers into leadership roles.</p><p>A graduate of University of Waterloo, Alex worked for 11 years at Qualcomm in San Diego, before relocating to Munich, Germany, where he now resides.</p>", "headline": "Director of Engineering, Career Coach", "title": "Director of Engineering and Career Coach", "linkedin_url": "https://www.linkedin.com/in/alex-kliotzkin/", "twitter_handle": null, "custom_social_link": null, "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idWvz5T3V7/idpvCl_Ipb.svg", "type": "logo", "file_type": "svg", "uuid": "ca8cffad-b09a-46ed-923a-3ebb061c3da1", "name": "Meta"}, {"image_url": "https://asset.brandfetch.io/idawOgYOsG/idEqxL5YFw.svg", "type": "logo", "file_type": "svg", "uuid": "a1ded581-05c8-46ed-8f47-89bf82c5385d", "name": "Amazon"}, {"image_url": "https://asset.brandfetch.io/id6O2oGzv-/idjOb2YcqW.svg", "type": "logo", "file_type": "svg", "uuid": "6abca65d-7fe8-44ed-9f07-b44217d99d0d", "name": "Google"}, {"image_url": "https://asset.brandfetch.io/idnrCPuv87/idSxC3DMkx.svg", "type": "logo", "file_type": "svg", "uuid": "9d5f6c58-6682-4034-82fa-3f13436036e3", "name": "Apple"}, {"image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg", "type": "logo", "file_type": "svg", "uuid": "4227a50b-22e2-4074-b621-f911ca7d5e05", "name": "Microsoft"}], "label": "My clients got offers from:"}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}, {"name": "Uzair Khan", "image_url": "https://user-assets.maven.com/instructor-avatars/acing-em-interviews/uzair-khan-37bbef39.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-avatars/acing-em-interviews/uzair-khan-86a27972-no-bg.png", "uuid": "d862fbf5-a411-4b64-bc06-eea8faa4256f", "bio_html": "<ul><li><p>Current Engineering Manager at Stripe.</p></li><li><p>Formerly an Engineering Manager at Amazon for 5 years.</p></li><li><p>Ex-Amazon Bar Raiser with over 250 interviews conducted at Amazon.</p></li><li><p>More than 20 years of experience in Software Development.</p></li><li><p>10 years of engineering management experience spanning roles as Engineering Manager, Director, and VP of Engineering.</p></li><li><p>Successfully trained, managed, and promoted numerous Engineering Managers throughout his career.</p></li><li><p>Bachelors of Software Engineering from the University of Waterloo, Class of 2007.</p><p><br></p></li></ul>", "headline": "EM @ Stripe, Ex-Amazon Bar Raiseer", "title": "Engineering Manager at Stripe and ex-Amazon Bar Raiser", "linkedin_url": "https://www.linkedin.com/in/uzairkhan/", "twitter_handle": null, "custom_social_link": null, "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idawOgYOsG/idEqxL5YFw.svg", "type": "logo", "file_type": "svg", "uuid": "87431781-06ba-4f0d-a48a-b8f8abe70f70", "name": "Amazon"}, {"image_url": "https://asset.brandfetch.io/idxAg10C0L/idcVaYaqmU.svg", "type": "logo", "file_type": "svg", "uuid": "b1c5d7fc-7b43-41b7-ab49-9d8b7d4dac1e", "name": "Stripe"}], "label": "Previously at..."}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}], "instructor_caption": "Director of Engineering and Career Coach", "custom_landing_page_url": null, "ratings": {"sum_ratings": 268, "num_ratings": 28}, "course_length_days": [9], "price": {"amount": 99000, "currency": "usd"}, "in_session_cohorts": [], "latest_past_cohort": {"slug": "8", "name": "Cohort 8", "course_id": 14682, "school_id": 13337, "id": 24803, "start_date": "2026-04-18T19:00:00Z", "end_date": "2026-04-26T21:45:00Z", "portal_open_date": "2026-04-17T19:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-03-02T20:00:00+00:00", "payment_deadline": "2026-04-18T13:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "d87df3ea-a97d-4ad7-b427-c322b71e5887", "announcements_channel_stream_id": "106b56a0-d3d0-4a6d-9f74-767bd11b97e2", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "next_live_cohort": {"slug": "9", "name": "Cohort 9", "course_id": 14682, "school_id": 13337, "id": 27530, "start_date": "2026-06-20T19:00:00Z", "end_date": "2026-06-28T21:45:00Z", "portal_open_date": "2026-06-18T19:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-06-15T19:00:00+00:00", "payment_deadline": "2026-06-19T19:00:00+00:00", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "6a1b9d81-9d61-4e37-b97e-ec37dbd0ec4d", "announcements_channel_stream_id": "80dd2267-cdc2-42c3-892d-f11be80d811a", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "tags": [{"id": 5, "tag_type": "category", "label": "Leadership & career", "slug": "leadership-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 216, "tag_type": "internal_collection", "label": "[LEGACY] Instructor Owned CLC Opt-in", "slug": "legacy-instructor-owned-clc", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 244, "tag_type": "internal_collection", "label": "Courses filtered for recommendations", "slug": "courses-filtered-for-recommendations", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 323, "tag_type": "topic", "label": "Interviewing", "slug": "interviewing", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 112, "tag_type": "deprecated", "label": "Engineering career growth", "slug": "x-subcategory-engineering-career-growth", "description": null, "parent_tag_id": 31, "num_courses": null}, {"id": 131, "tag_type": "deprecated", "label": "Getting promoted or hired", "slug": "x-subcategory-getting-promoted-or-hired", "description": null, "parent_tag_id": 5, "num_courses": null}], "price_usd": 99000, "avg_course_length_days": 9, "next_live_cohort_deadline": 1781895600, "is_new": false, "is_best_seller": true, "course_format": "full_course", "avg_rating": 9.6, "is_open_for_enrollment": true, "trending_val": 20260506, "clp_course_overview": null, "clp_target_audience": null, "clp_prerequisites": null, "clp_topics": null, "clp_course_syllabus": null, "clp_schedule": null, "is_upmarket_clp_published": true, "upmarket_clp_narrative": {"title": "Break Through the Interview Process and Land Your Engineering Manager Offer!", "description_html": "<p>As an engineer, you’ve mastered the coding challenges, system design, and behavioral interviews. But when it comes to Engineering Manager roles, the interview process is a different beast. <strong>You’ve likely hit a frustrating wall—interviews that feel like you’re doing everything right, but still no offer.</strong> You might not even know <strong>why</strong> you’re not breaking through.</p><p>The truth? Engineering Manager interviews aren’t about discussing your experience—they’re about showcasing <strong>leadership, systems, and strategy </strong>in a way that resonates with the interviewer. To land the offer, you don't just need the right answers—you need <strong>memorable </strong>ones.</p><p>This course is designed to<strong> bridge that gap</strong> and help you break through to land that Engineering Manager offer. We’ll focus on how to communicate your leadership capabilities, showcase your seniority, avoid red flags, and tailor your answers to what hiring managers are truly looking for. By the end, you’ll know exactly how to approach the interview process and confidently present yourself as the leader you know yourself to be.</p>"}, "upmarket_clp_target_audience": {"items": [{"uuid": "b8fe3ede-85c1-4e50-992d-c361c81ac855", "description_html": "<p><strong>Managers &amp; team leads </strong>that are getting interview opportunities but are unable to break through to land offers.</p>"}, {"uuid": "d6f15a31-78fe-4c19-b709-954881462576", "description_html": "<p><strong>Senior Tech Leaders </strong>who have not interviewed for 7+ years and are looking for new roles (Sr. Manager, Director, VP).</p>"}, {"uuid": "c3519526-739f-4a19-8c4f-5cd5b27f6ea5", "description_html": "<p><strong>Senior Software Engineers </strong>in lead roles looking to promote themselves to engineering manager by landing a new job.</p>"}]}, "upmarket_clp_prerequisites": {"is_visible": false, "items": [{"uuid": "d6826430-e97c-485e-bb71-eef60dc8d263", "name": "", "description": ""}]}, "upmarket_clp_outcomes": {"is_visible": false, "description": "Learn the skills + frameworks you need to ace interviews for senior leadership roles (Engineering Manager, Senior Manager, Team Lead). ", "items": [{"uuid": "b6a828ec-0c84-4d24-8117-3a63e638c8ec", "title": "You'll experience mock interviews with real-time coaching feedback", "items": ["You will apply your learnings in mock interviews in a classroom setting, receiving real-time coaching and feedback.", "You will gain valuable insights from a hiring manager's perspective as you watch your classmates perform in mock interviews.", ""]}, {"uuid": "d1fc83a3-5f73-4b93-9c6a-9891ecfcc541", "title": "You'll understand the exact hiring criteria for Engineering Manager roles", "items": ["You will gain a clear understanding of the differences between IC and EM tracks regarding skill set, experience, and hiring criteria.  ", "You'll learn the characteristics desired in Engineering Managers and how to effectively present your experiences to highlight these traits.", ""]}, {"uuid": "ac83708d-5640-4b01-8935-50276ef4c548", "title": "You'll learn how to convince the hiring manager (Director+)", "items": ["You will learn exactly what the hiring manager is looking for in their decision making criteria. ", "You will know how to speak their language and appeal to their most pressing needs.", ""]}, {"uuid": "10924b57-705a-4232-b4f1-1ee063fbba76", "title": "You'll learn how to nail any behavioral question, even ones you haven't seen", "items": ["You will learn how to craft impactful leadership stories and use effective strategies ensuring you're never caught off guard.", "We'll dive deep into the dos and don'ts of storytelling with real-world examples.", ""]}, {"uuid": "dad53ab8-88d1-402c-8f59-3ecc5cd479a0", "title": "You'll know exactly what the interviewer is looking for", "items": ["You will learn what interviewers really want when they ask questions, helping you answer concisely and clearly.", "There is always a question behind the question, and you will know how to sniff it out.", ""]}, {"uuid": "6740fba3-0435-4229-a923-97ce638774a1", "title": "You'll learn how to tailor your answers to go from good to memorable", "items": ["You'll learn how to craft your answers based on the company's culture and the interviewer's role to make you impossible to forget.", "You will apply strategies for leadership roles ranging from early stage start-ups to FAANG. ", ""]}]}, "vector_string": null, "vector": null, "score": 1.7969294}, {"objectID": "13836", "school_id": 11548, "school_name": "Big Tech Careers", "school_slug": "prasad-rao", "course_id": 13836, "course_name": "AI-Powered Big Tech Interview Prep for Tech ICs and Leaders", "course_slug": "big-tech-careers", "course_description": "Use AI and expert guidance to prepare and land your Big Tech job in 2026!", "clp_hero_media": {"media_type": "image_url", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/we1dMswLQWCasF0lXn5e_d68dcbe1-43cf-4243-a962-1af7f423c719_2060x1144.webp", "youtube_video_id": "dQw4w9WgXcQ", "vimeo_video_id": null}, "instructor_infos": [{"name": "Prasad Rao", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/si6tECQiS72DZ1rnKw9P_1730751479255.jpeg", "image_url_no_bg": "https://user-assets.maven.com/instructor-no-bg/si6tECQiS72DZ1rnKw9P_1730751479255.jpeg", "uuid": "5e9016e8-4627-4395-9955-4eec059208ff", "bio_html": "<p><a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://www.linkedin.com/in/kprasadrao/\">Prasad Rao</a> is a Principal Solutions Architect. He leverages his experience to help customers build scalable architectures on cloud.</p><p><br></p><p>He is a co-founder of<a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://become-a-solutions-architect.github.io/\"> BeSA (Become a Solutions Architect)</a>, a free mentoring initiative that helps people excel in their cloud careers by upskilling them in both technical and behavioral skills.</p><p><br></p><p>He is also a co-author of the book '<a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://cloudcareerjourneys.com/\">Cloud Career Journeys</a>' that shares the life journeys of 16 individuals from diverse backgrounds who have been successful in their cloud careers.</p><p><br></p><p>He is the author of a weekly newsletter '<a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://behavioralosfortechies.substack.com/\">Big Tech Careers</a>' where he shares his insights on developing behavioral skills that enables people elevate their tech careers.</p>", "headline": "Principal at BigTech with 18+ YOE", "title": "Principal Solutions Architect | Co-founder, BeSA (Become a Solutions Architect)", "linkedin_url": null, "twitter_handle": null, "custom_social_link": null, "logos": {"logos": [], "label": null}, "highlights": null, "highlights_html": "<ul><li></li></ul>", "preferred_name": null}], "instructor_caption": "Principal Solutions Architect | Co-founder, BeSA (Become a Solutions Architect)", "custom_landing_page_url": null, "ratings": {"sum_ratings": 268, "num_ratings": 27}, "course_length_days": [1], "price": {"amount": 60000, "currency": "usd"}, "in_session_cohorts": [], "latest_past_cohort": {"slug": "ai", "name": "AI edition", "course_id": 13836, "school_id": 11548, "id": 24539, "start_date": "2026-05-02T14:00:00Z", "end_date": "2026-05-02T22:00:00Z", "portal_open_date": "2026-03-30T11:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2025-12-31T12:00:00+00:00", "payment_deadline": "2026-05-02T11:00:00.000Z", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "883c2171-37e2-4353-85fd-07d0456df8c0", "announcements_channel_stream_id": "f14e0da5-0bea-4b46-bf06-51c0f46dbb68", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "next_live_cohort": {"slug": "aiprep", "name": "AI edition", "course_id": 13836, "school_id": 11548, "id": 27824, "start_date": "2026-07-18T13:00:00Z", "end_date": "2026-07-18T21:00:00Z", "portal_open_date": "2026-07-16T13:00:00Z", "visibility": "listed", "attrs": {"application_deadline": "2026-07-13T13:00:00+00:00", "payment_deadline": "2026-07-17T13:00:00+00:00", "maximum_size": null, "skip_application": true, "is_live": true, "description": null, "slack_url": null, "drive_url": null, "calendar_published": true, "is_community_enabled": true, "intros_channel_stream_id": "63a6b561-83c5-4bb7-a2ad-1ad6372f8218", "announcements_channel_stream_id": "8b22606b-04be-4c83-84c7-6d5f59604874", "certificate_strategy": null, "post_course_survey_strategy": null, "num_enrollments_last_week": null, "enrollment_capacity": null}}, "tags": [{"id": 5, "tag_type": "category", "label": "Leadership & career", "slug": "leadership-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 216, "tag_type": "internal_collection", "label": "[LEGACY] Instructor Owned CLC Opt-in", "slug": "legacy-instructor-owned-clc", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 176, "tag_type": "public_collection", "label": "Fast Track 2024", "slug": "fast-track-2024", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 244, "tag_type": "internal_collection", "label": "Courses filtered for recommendations", "slug": "courses-filtered-for-recommendations", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 306, "tag_type": "persona", "label": "For Job Seekers", "slug": "for-job-seekers", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 323, "tag_type": "topic", "label": "Interviewing", "slug": "interviewing", "description": null, "parent_tag_id": null, "num_courses": null}, {"id": 111, "tag_type": "deprecated", "label": "Engineering leadership", "slug": "x-subcategory-engineering-leadership", "description": null, "parent_tag_id": 31, "num_courses": null}, {"id": 112, "tag_type": "deprecated", "label": "Engineering career growth", "slug": "x-subcategory-engineering-career-growth", "description": null, "parent_tag_id": 31, "num_courses": null}, {"id": 131, "tag_type": "deprecated", "label": "Getting promoted or hired", "slug": "x-subcategory-getting-promoted-or-hired", "description": null, "parent_tag_id": 5, "num_courses": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null, "num_courses": null}], "price_usd": 60000, "avg_course_length_days": 1, "next_live_cohort_deadline": 1784293200, "is_new": false, "is_best_seller": false, "course_format": "workshop", "avg_rating": 9.9, "is_open_for_enrollment": true, "trending_val": 20260518, "clp_course_overview": null, "clp_target_audience": null, "clp_prerequisites": null, "clp_topics": null, "clp_course_syllabus": null, "clp_schedule": null, "is_upmarket_clp_published": true, "upmarket_clp_narrative": {"title": "Use AI and expert guidance to prepare and land your Big Tech job in 2026!", "description_html": "<p><strong>Learn from an expert behavioral interview coach and practice mock interviews with a custom AI tool!</strong></p><p>-- -- --</p><p>You're a skilled professional who KNOWS you have what it takes to work at big tech. But you haven't cracked those interviews yet.</p><p>You're impacted by:</p><p>→ Interview anxiety</p><p>→ Stories without structure</p><p>→ Not knowing expectations</p><p>→ Blanking during behavioral questions</p><p><strong>IN THIS COURSE YOU'LL LEARN</strong></p><p>- How to craft Big Tech ready resume</p><p>- How to deliver high-impact responses in STAR format</p><p>- How to craft compelling technical achievement stories</p><p>- How to effectively communicate leadership experiences</p><p>- How to blend technical depth with strong behavioral skills</p><p>- How to maintain authenticity while following structured frameworks</p><p>- How to project confidence through voice, body language, and pacing</p><p>- How to share lessons learned from past failure and conflict experiences</p><p>- How to craft and deliver senior level responses to get hired at the right level<br><br><strong>Then put it all into practice with free AI-powered mock interviews for a week.</strong></p><p>With the right strategy and preparation, you can showcase your expertise and demonstrate your leadership potential.<br><br>Note: This is not a DSA or System Design interview prep course</p>"}, "upmarket_clp_target_audience": {"items": [{"uuid": "ca63c3e0-6501-4165-8b77-b40d5f9d3042", "description_html": "<p>Tech ICs and leaders targeting their <strong>first MAANG+ role</strong></p>"}, {"uuid": "587f97cd-3d41-4ac9-99b2-16b26bb17e79", "description_html": "<p>Strong performers who <strong>struggle with articulating their experiences in interviews</strong></p>"}, {"uuid": "6601ac45-5e55-4c7e-81c5-6df5c1a9d923", "description_html": "<p>Tech professionals aiming to secure<em> </em><strong><em>$300K+</em></strong><em> job</em></p>"}]}, "upmarket_clp_prerequisites": {"is_visible": false, "items": [{"uuid": "1ca0d818-291b-4bc0-9cb2-b41dfa06d901", "name": "", "description": ""}]}, "upmarket_clp_outcomes": {"is_visible": true, "description": "Learn to craft and deliver compelling stories that highlight your technical skills and leadership experience to excel in big tech interviews", "items": [{"uuid": "293f8e4d-f560-4941-b699-69031416c87a", "title": "Craft a Big Tech-ready resume that gets you noticed", "items": ["Showcase what a good resume looks like for both ATS and the initial recruiter screen", "The exact resume builder recommendation that I personally use to create my resume", "Example of how to showcase impact in your resume "]}, {"uuid": "3eccb970-a2a6-44b5-a1e8-fd6c6a88a8a0", "title": "Stand Out in Technical Interviews using Behavioral Skills", "items": ["Examples of technical interview answers showcasing behavioral skills ", "How to handle technical questions for which you do not know the answer", ""]}, {"uuid": "d1616f56-979d-44e5-9b1c-de03e2a63aae", "title": "STAR method expertise for structured, impactful responses", "items": ["How to use STAR format effectively to answer behavioural questions", "The Three Pillars of Senior-Level Responses", "Create story bank using 8 Key Themes You Should Be Preparing For Your Behavioural Interviews"]}, {"uuid": "3d4dfce6-095c-46a0-9dc4-cfef2054cb7d", "title": "Craft compelling leadership and technical achievement stories", "items": ["How to structure a leadership story that demonstrates ownership and influence", "Turning technical wins into business-impact narratives", "Common mistakes that make strong stories fall flat — and how to fix them"]}, {"uuid": "4454b837-5cbd-47df-adb6-7f5fffa3c6d2", "title": "Techniques to handle technical and behavioral questions effectively", "items": ["A framework for buying thinking time without appearing unprepared", "How to pivot gracefully when a question catches you off guard", "Balancing depth vs. brevity depending on interviewer cues"]}, {"uuid": "0caf1fd6-709c-48f8-98d0-08575f43cc7c", "title": "How to practice mock interviews with custom AI tool effectively", "items": ["Using a custom AI tool trained specifically for behavioral interviews", "Build your personal story bank with AI tailored to your experience and target role", "Practice your answers out loud with in a realistic mock interview format and get instant feedback to improve iteratively"]}]}, "vector_string": null, "vector": null, "score": 1.7966287}], "workshopTags": [{"id": 159, "tag_type": "internal_collection", "label": "LL non-instructor", "slug": "ll-non-instructor", "description": null, "parent_tag_id": null}, {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null}, {"id": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}], "videoChapters": [], "navPages": [{"category": {"slug": "ai", "href": "/courses/ai", "title": "AI", "palette": {"--palette-category-base": "#460952", "--palette-category-highlight": "#931FAA", "--palette-category-border": "#EDA6FB"}}, "topics": [{"title": "Agentic AI", "slug": "ai/agentic-ai", "href": "/courses/ai/agentic-ai"}, {"title": "Coding with AI", "slug": "ai/ai-coding", "href": "/courses/ai/ai-coding"}, {"title": "AI Workflows", "slug": "ai/ai-workflows", "href": "/courses/ai/ai-workflows"}, {"title": "Claude Code", "slug": "ai/claude-code", "href": "/courses/ai/claude-code"}, {"title": "OpenClaw", "slug": "ai/openclaw", "href": "/courses/ai/openclaw"}, {"title": "Vibe Coding", "slug": "ai/vibe-coding", "href": "/courses/ai/vibe-coding"}, {"title": "AI Evals", "slug": "ai/evals", "href": "/courses/ai/evals"}, {"title": "AI Transformation", "slug": "ai/ai-transformation", "href": "/courses/ai/ai-transformation"}, {"title": "RAG & Search", "slug": "ai/rag-search", "href": "/courses/ai/rag-search"}, {"title": "MCP", "slug": "ai/mcp", "href": "/courses/ai/mcp"}, {"title": "AI for PMs", "slug": "ai/for-product-managers", "href": "/courses/ai/for-product-managers"}, {"title": "AI for Engineers", "slug": "ai/for-engineers", "href": "/courses/ai/for-engineers"}, {"title": "AI for Designers", "slug": "ai/for-designers", "href": "/courses/ai/for-designers"}, {"title": "AI for Marketers", "slug": "ai/for-marketers", "href": "/courses/ai/for-marketers"}, {"title": "AI for Founders", "slug": "ai/for-founders", "href": "/courses/ai/for-founders"}]}, {"category": {"slug": "product", "href": "/courses/product", "title": "Product", "palette": {"--palette-category-base": "#510B00", "--palette-category-highlight": "#B33600", "--palette-category-border": "#F7804D"}}, "topics": [{"title": "AI for PMs", "slug": "for-product-managers/ai", "href": "/courses/for-product-managers/ai"}, {"title": "Agentic AI", "slug": "for-product-managers/agentic-ai", "href": "/courses/for-product-managers/agentic-ai"}, {"title": "AI Evals", "slug": "for-product-managers/ai-evals", "href": "/courses/for-product-managers/ai-evals"}, {"title": "Vibe Coding", "slug": "for-product-managers/vibe-coding", "href": "/courses/for-product-managers/vibe-coding"}, {"title": "Product Sense", "slug": "for-product-managers/product-sense", "href": "/courses/for-product-managers/product-sense"}, {"title": "Product Discovery", "slug": "for-product-managers/product-discovery", "href": "/courses/for-product-managers/product-discovery"}, {"title": "User Research", "slug": "for-product-managers/user-research", "href": "/courses/for-product-managers/user-research"}, {"title": "Prototyping", "slug": "for-product-managers/prototyping", "href": "/courses/for-product-managers/prototyping"}, {"title": "Growth", "slug": "for-product-managers/growth", "href": "/courses/for-product-managers/growth"}, {"title": "Analytics", "slug": "for-product-managers/analytics", "href": "/courses/for-product-managers/analytics"}, {"title": "Tech Foundations", "slug": "for-product-managers/technical-foundations", "href": "/courses/for-product-managers/technical-foundations"}, {"title": "Strategy", "slug": "for-product-managers/strategy", "href": "/courses/for-product-managers/strategy"}, {"title": "Influence", "slug": "for-product-managers/influence", "href": "/courses/for-product-managers/influence"}, {"title": "Leadership", "slug": "for-product-managers/leadership", "href": "/courses/for-product-managers/leadership"}, {"title": "Career Growth", "slug": "for-product-managers/career-growth", "href": "/courses/for-product-managers/career-growth"}]}, {"category": {"slug": "engineering", "href": "/courses/engineering", "title": "Engineering", "palette": {"--palette-category-base": "#00332F", "--palette-category-highlight": "#00746B", "--palette-category-border": "#88B7B2"}}, "topics": [{"title": "AI for Engineers", "slug": "for-engineers/ai", "href": "/courses/for-engineers/ai"}, {"title": "Agentic AI", "slug": "for-engineers/agentic-ai", "href": "/courses/for-engineers/agentic-ai"}, {"title": "Coding with AI", "slug": "for-engineers/ai-coding", "href": "/courses/for-engineers/ai-coding"}, {"title": "Claude Code", "slug": "for-engineers/claude-code", "href": "/courses/for-engineers/claude-code"}, {"title": "OpenClaw", "slug": "for-engineers/openclaw", "href": "/courses/for-engineers/openclaw"}, {"title": "MCP", "slug": "for-engineers/mcp", "href": "/courses/for-engineers/mcp"}, {"title": "RAG & Search", "slug": "for-engineers/rag-search", "href": "/courses/for-engineers/rag-search"}, {"title": "AI Evals", "slug": "for-engineers/ai-evals", "href": "/courses/for-engineers/ai-evals"}, {"title": "Machine Learning", "slug": "for-engineers/ml", "href": "/courses/for-engineers/ml"}, {"title": "LLM Ops", "slug": "for-engineers/llm-ops", "href": "/courses/for-engineers/llm-ops"}, {"title": "Context Eng", "slug": "for-engineers/context-engineering", "href": "/courses/for-engineers/context-engineering"}, {"title": "Security", "slug": "for-engineers/security", "href": "/courses/for-engineers/security"}, {"title": "System Design", "slug": "for-engineers/system-design", "href": "/courses/for-engineers/system-design"}, {"title": "Leadership", "slug": "for-engineers/leadership", "href": "/courses/for-engineers/leadership"}, {"title": "Career Growth", "slug": "for-engineers/career-growth", "href": "/courses/for-engineers/career-growth"}]}, {"category": {"slug": "design", "href": "/courses/design", "title": "Design", "palette": {"--palette-category-base": "#38085F", "--palette-category-highlight": "#772CBB", "--palette-category-border": "#B5A2D0"}}, "topics": [{"title": "AI for Designers", "slug": "for-designers/ai", "href": "/courses/for-designers/ai"}, {"title": "Agentic AI", "slug": "for-designers/agentic-ai", "href": "/courses/for-designers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-designers/vibe-coding", "href": "/courses/for-designers/vibe-coding"}, {"title": "Prototyping", "slug": "for-designers/prototyping", "href": "/courses/for-designers/prototyping"}, {"title": "Figma", "slug": "for-designers/figma", "href": "/courses/for-designers/figma"}, {"title": "Design Systems", "slug": "for-designers/design-systems", "href": "/courses/for-designers/design-systems"}, {"title": "User Research", "slug": "for-designers/user-research", "href": "/courses/for-designers/user-research"}, {"title": "Product Discovery", "slug": "for-designers/product-discovery", "href": "/courses/for-designers/product-discovery"}, {"title": "UX", "slug": "for-designers/ux", "href": "/courses/for-designers/ux"}, {"title": "UI", "slug": "for-designers/ui", "href": "/courses/for-designers/ui"}, {"title": "Visual Design", "slug": "for-designers/visual-design", "href": "/courses/for-designers/visual-design"}, {"title": "Design Strategy", "slug": "for-designers/strategy", "href": "/courses/for-designers/strategy"}, {"title": "Influence", "slug": "for-designers/influence", "href": "/courses/for-designers/influence"}, {"title": "Leadership", "slug": "for-designers/leadership", "href": "/courses/for-designers/leadership"}, {"title": "Career Growth", "slug": "for-designers/career-growth", "href": "/courses/for-designers/career-growth"}]}, {"category": {"slug": "marketing", "href": "/courses/marketing", "title": "Marketing", "palette": {"--palette-category-base": "#431532", "--palette-category-highlight": "#943170", "--palette-category-border": "#C99EB5"}}, "topics": [{"title": "AI for Marketers", "slug": "for-marketers/ai", "href": "/courses/for-marketers/ai"}, {"title": "Agentic AI", "slug": "for-marketers/agentic-ai", "href": "/courses/for-marketers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-marketers/vibe-coding", "href": "/courses/for-marketers/vibe-coding"}, {"title": "Automation", "slug": "for-marketers/marketing-automation", "href": "/courses/for-marketers/marketing-automation"}, {"title": "Content Marketing", "slug": "for-marketers/content-marketing", "href": "/courses/for-marketers/content-marketing"}, {"title": "Demand Gen", "slug": "for-marketers/demand-generation", "href": "/courses/for-marketers/demand-generation"}, {"title": "Go-to-Market", "slug": "for-marketers/gtm", "href": "/courses/for-marketers/gtm"}, {"title": "Product Marketing", "slug": "for-marketers/product-marketing", "href": "/courses/for-marketers/product-marketing"}, {"title": "Positioning", "slug": "for-marketers/positioning", "href": "/courses/for-marketers/positioning"}, {"title": "Social Media", "slug": "for-marketers/social-media", "href": "/courses/for-marketers/social-media"}, {"title": "Brand", "slug": "for-marketers/brand", "href": "/courses/for-marketers/brand"}, {"title": "B2B Marketing", "slug": "for-marketers/b2b", "href": "/courses/for-marketers/b2b"}, {"title": "SEO & AEO", "slug": "for-marketers/seo-aeo", "href": "/courses/for-marketers/seo-aeo"}, {"title": "Strategy", "slug": "for-marketers/strategy", "href": "/courses/for-marketers/strategy"}, {"title": "Leadership", "slug": "for-marketers/leadership", "href": "/courses/for-marketers/leadership"}]}, {"category": {"slug": "leadership", "href": "/courses/leadership", "title": "Leadership", "palette": {"--palette-category-base": "#50090E", "--palette-category-highlight": "#A9202A", "--palette-category-border": "#D49C98"}}, "topics": [{"title": "AI for Leaders", "slug": "for-leaders/ai", "href": "/courses/for-leaders/ai"}, {"title": "Agentic AI", "slug": "for-leaders/agentic-ai", "href": "/courses/for-leaders/agentic-ai"}, {"title": "AI Transformation", "slug": "for-leaders/ai-transformation", "href": "/courses/for-leaders/ai-transformation"}, {"title": "AI Governance", "slug": "for-leaders/ai-governance", "href": "/courses/for-leaders/ai-governance"}, {"title": "Communication", "slug": "for-leaders/communication", "href": "/courses/for-leaders/communication"}, {"title": "Influence", "slug": "for-leaders/influence", "href": "/courses/for-leaders/influence"}, {"title": "Strategy", "slug": "for-leaders/strategy", "href": "/courses/for-leaders/strategy"}, {"title": "Management", "slug": "for-leaders/management", "href": "/courses/for-leaders/management"}, {"title": "People Operations", "slug": "for-leaders/people-operations", "href": "/courses/for-leaders/people-operations"}, {"title": "Exec Presence", "slug": "for-leaders/executive-presence", "href": "/courses/for-leaders/executive-presence"}, {"title": "Storytelling", "slug": "for-leaders/storytelling", "href": "/courses/for-leaders/storytelling"}, {"title": "Goal-setting", "slug": "for-leaders/goal-setting", "href": "/courses/for-leaders/goal-setting"}, {"title": "Personal Brand", "slug": "for-leaders/personal-brand", "href": "/courses/for-leaders/personal-brand"}, {"title": "Career Growth", "slug": "for-leaders/career-growth", "href": "/courses/for-leaders/career-growth"}]}, {"category": {"slug": "founders", "href": "/courses/founders", "title": "Founders", "palette": {"--palette-category-base": "#0C3209", "--palette-category-highlight": "#077202", "--palette-category-border": "#69C662"}}, "topics": [{"title": "AI for Founders", "slug": "for-founders/ai", "href": "/courses/for-founders/ai"}, {"title": "Agentic AI", "slug": "for-founders/agentic-ai", "href": "/courses/for-founders/agentic-ai"}, {"title": "AI Workflows", "slug": "for-founders/ai-workflows", "href": "/courses/for-founders/ai-workflows"}, {"title": "Vibe Coding", "slug": "for-founders/vibe-coding", "href": "/courses/for-founders/vibe-coding"}, {"title": "Prototyping", "slug": "for-founders/prototyping", "href": "/courses/for-founders/prototyping"}, {"title": "Product Sense", "slug": "for-founders/product-sense", "href": "/courses/for-founders/product-sense"}, {"title": "Positioning", "slug": "for-founders/positioning", "href": "/courses/for-founders/positioning"}, {"title": "Product Discovery", "slug": "for-founders/product-discovery", "href": "/courses/for-founders/product-discovery"}, {"title": "Management", "slug": "for-founders/management", "href": "/courses/for-founders/management"}, {"title": "Strategy", "slug": "for-founders/strategy", "href": "/courses/for-founders/strategy"}, {"title": "Go-to-Market", "slug": "for-founders/gtm", "href": "/courses/for-founders/gtm"}, {"title": "Personal Brand", "slug": "for-founders/personal-brand", "href": "/courses/for-founders/personal-brand"}, {"title": "Leadership", "slug": "for-founders/leadership", "href": "/courses/for-founders/leadership"}, {"title": "Fundraising", "slug": "for-founders/fundraising", "href": "/courses/for-founders/fundraising"}, {"title": "PMF", "slug": "for-founders/product-market-fit", "href": "/courses/for-founders/product-market-fit"}]}, {"category": {"slug": "more", "href": "/courses/more", "title": "More", "palette": {"--palette-category-base": "#1E2C2B", "--palette-category-highlight": "#4A6361", "--palette-category-border": "#B9C1BE"}}, "topics": [{"title": "Everyone", "slug": "for-everyone", "href": "/courses/for-everyone"}, {"title": "Operators", "slug": "for-operators", "href": "/courses/for-operators"}, {"title": "Data Scientists", "slug": "for-data-scientists", "href": "/courses/for-data-scientists"}, {"title": "Business Analysts", "slug": "for-business-analysts", "href": "/courses/for-business-analysts"}, {"title": "User Researchers", "slug": "for-user-researchers", "href": "/courses/for-user-researchers"}, {"title": "Customer Success", "slug": "for-customer-success", "href": "/courses/for-customer-success"}, {"title": "Project Managers", "slug": "for-project-managers", "href": "/courses/for-project-managers"}, {"title": "HR Professionals", "slug": "for-hr-professionals", "href": "/courses/for-hr-professionals"}, {"title": "Sales People", "slug": "for-sales-people", "href": "/courses/for-sales-people"}, {"title": "Lawyers", "slug": "for-lawyers", "href": "/courses/for-lawyers"}, {"title": "Finance", "slug": "for-finance-professionals", "href": "/courses/for-finance-professionals"}, {"title": "Investors", "slug": "for-investors", "href": "/courses/for-investors"}, {"title": "Real Estate", "slug": "for-real-estate-agents", "href": "/courses/for-real-estate-agents"}, {"title": "Educators", "slug": "for-educators", "href": "/courses/for-educators"}, {"title": "Creators", "slug": "for-creators", "href": "/courses/for-creators"}]}], "navTagLinks": [{"tag": {"id": 327, "tag_type": "topic", "label": "Analytics", "slug": "analytics", "description": null, "parent_tag_id": null}, "link_slug": "for-product-managers/analytics"}, {"tag": {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}, "link_slug": "for-product-managers/career-growth"}, {"tag": {"id": 290, "tag_type": "persona", "label": "For Product Managers", "slug": "for-product-managers", "description": null, "parent_tag_id": null}, "link_slug": "for-product-managers"}, {"tag": {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, "link_slug": "for-data-scientists"}], "now": "2026-05-19T22:53:15.702Z"}, "__N_SSG": true}, "page": "/p/[slug]/[...ignored]", "query": {"slug": "700ad4", "ignored": ["cracking-a-b-testing-interviews"]}, "buildId": "qPlLjBFLQ9fnkFKJ7n7E-", "isFallback": false, "isExperimentalCompile": false, "gsp": true, "scriptLoader": []}}