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and","observedAt":"2026-09-14T14:53:25.793808406Z"},{"url":"https://careers.bcg.com/global/en/home","format":"Published person (name and role labels)","jobTitle":"Marketing and","observedAt":"2026-09-14T14:53:26.638910834Z"}],"jobTitle":"Marketing and","description":"Learn More"},"basis":"publisher_declared","via":["https://careers.bcg.com/global/en","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:09.647835+00:00","last_confirmed_at":"2026-09-14T14:52:09.647835+00:00"},{"label":"Daisuke Sohta","value":{"url":"https://www.bcg.com/about/people/experts/daisuke-sohta","name":"Daisuke Sohta","@type":"Person","image":"https://web-assets.bcg.com/1c/dd/a4f6591d4d8cb47239f6a1cb212f/262296.jpg","sources":[{"url":"https://www.bcg.com/about/people/experts/daisuke-sohta","format":"Published person (schema.org)","jobTitle":"Managing Director & 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Partner","observedAt":"2026-09-14T14:53:07.324704199Z"},{"url":"https://www.bcg.com/about/people/experts/dan-sack","format":"Published person","observedAt":"2026-09-14T14:53:07.324704199Z"}],"jobTitle":"Managing Director & Partner","description":"Dan Sack, of the Stockholm office, is a member of BCG X, Boston Consulting Group’s tech build and design division."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/dan-sack","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:53:07.324704+00:00","last_confirmed_at":"2026-09-14T14:53:07.324704+00:00"},{"label":"David He","value":{"url":"https://www.bcg.com/about/people/experts/david-he","name":"David He","@type":"Person","image":"https://web-assets.bcg.com/dims4/default/b75aafd/2147483647/strip/true/crop/500x500+0+0/resize/500x500!/format/webp/quality/80/","sources":[{"url":"https://www.bcg.com/about/people/experts/david-he","format":"Published person (name and role labels)","jobTitle":"Managing Director & Senior Partner","observedAt":"2026-09-14T14:52:27.824675922Z"},{"url":"https://www.bcg.com/about/people/experts/david-he","format":"Published person","observedAt":"2026-09-14T14:52:27.824675922Z"}],"jobTitle":"Managing Director & Senior Partner","description":"Beijing\n\nFinancial Institutions\n\nTechnology Industry\n\nDigital, Technology, and Data"},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/david-he","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:27.824675+00:00","last_confirmed_at":"2026-09-14T14:52:27.824675+00:00"},{"label":"David He (何大勇)","value":{"url":"https://www.bcg.com/about/people/experts/david-he","name":"David He (何大勇)","@type":"Person","image":"https://web-assets.bcg.com/a4/f0/33f280a54d6eacacafbbfd9503ec/david-he.jpg","sources":[{"url":"https://www.bcg.com/about/people/experts/david-he","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior 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Contact David He."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/david-he","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:27.824675+00:00","last_confirmed_at":"2026-09-14T14:52:27.824675+00:00"},{"label":"David Martin","value":{"url":"https://www.bcg.com/about/people/experts/david-martin","name":"David Martin","@type":"Person","image":"https://web-assets.bcg.com/56/58/f8ea325281c3916af2c81cf2d069/martin-david-tcm9-223580.jpg","sameAs":["https://www.linkedin.com/in/davidmartin97/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/david-martin","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner, Global Lead, People & Organization","observedAt":"2026-09-14T14:52:27.824706438Z"},{"url":"https://www.bcg.com/about/people/experts/david-martin","format":"Published person","observedAt":"2026-09-14T14:52:27.824706438Z"}],"jobTitle":"Managing Director & Senior Partner, Global Lead, People & Organization","description":"David Martin, of the Dallas office, leads the global People & Organization practice at Boston Consulting Group."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/david-martin","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:27.824706+00:00","last_confirmed_at":"2026-09-14T14:52:27.824706+00:00"},{"label":"David Sandberg","value":{"url":"https://www.bcg.com/about/people/experts/david-sandberg","name":"David Sandberg","@type":"Person","image":"https://web-assets.bcg.com/29/f5/d8e6f53043d2b318f72f797b1a19/david-sandberg.jpg","sameAs":["https://www.linkedin.com/in/david-sandberg-08b0a32/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/david-sandberg","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner","observedAt":"2026-09-14T14:53:07.291902143Z"},{"url":"https://www.bcg.com/about/people/experts/david-sandberg","format":"Published person","observedAt":"2026-09-14T14:53:07.291902143Z"}],"jobTitle":"Managing Director & Senior Partner","description":"David Sandberg, of the Stockholm office, has extensive experience in consumer goods and retail at Boston Consulting Group. He is a core member of BCG’s TURN team focusing on large scale business transformations. Contact David Sandberg."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/david-sandberg","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:53:07.291902+00:00","last_confirmed_at":"2026-09-14T14:53:07.291902+00:00"},{"label":"Davide Di Domenico","value":{"url":"https://www.bcg.com/about/people/experts/davide-di-domenico","name":"Davide Di Domenico","@type":"Person","image":"https://web-assets.bcg.com/56/c9/b293134e2f2a524f41a61fa7e9eb/davide-domenico-tcm9-221609.jpg","sameAs":["https://www.linkedin.com/in/davide-di-domenico-6476aab/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/davide-di-domenico","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner","observedAt":"2026-09-14T14:52:50.138267537Z"},{"url":"https://www.bcg.com/about/people/experts/davide-di-domenico","format":"Published person","observedAt":"2026-09-14T14:52:50.138267537Z"}],"jobTitle":"Managing Director & Senior Partner","description":"Davide Di Domenico is Boston Consulting Group's system lead for the East Mediterranean, Caspian region; and the sector lead for automotive and mobility for Europe, the Middle East, South America, and Africa. Contact Davide."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/davide-di-domenico","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:50.138267+00:00","last_confirmed_at":"2026-09-14T14:52:50.138267+00:00"},{"label":"Dustin Burke","value":{"url":"https://www.bcg.com/about/people/experts/dustin-burke","name":"Dustin Burke","@type":"Person","image":"https://web-assets.bcg.com/08/ac/f98d60584539bc24041c555d45a4/dustin-burke-headshot.jpg","sameAs":["https://www.linkedin.com/in/dustinjb/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/dustin-burke","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner","observedAt":"2026-09-14T14:52:27.749384285Z"},{"url":"https://www.bcg.com/about/people/experts/dustin-burke","format":"Published person","observedAt":"2026-09-14T14:52:27.749384285Z"}],"jobTitle":"Managing Director & Senior Partner","description":"Dustin Burke, of the Chicago office, is Boston Consulting Group’s co-leader for manufacturing and supply chain."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/dustin-burke","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:27.749384+00:00","last_confirmed_at":"2026-09-14T14:52:27.749384+00:00"},{"label":"Dylan Bolden","value":{"url":"https://www.bcg.com/about/people/experts/dylan-bolden","name":"Dylan Bolden","@type":"Person","image":"https://web-assets.bcg.com/6b/37/7c9e52e8e94abe130286824576b5/bolden-dylan-tcm9-1579.jpg","sameAs":["https://www.linkedin.com/in/dylan-bolden-675860/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/dylan-bolden","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner; Global Chair, Functional Practices","observedAt":"2026-09-14T14:52:50.13792744Z"},{"url":"https://www.bcg.com/about/people/experts/dylan-bolden","format":"Published person","observedAt":"2026-09-14T14:52:50.13792744Z"}],"jobTitle":"Managing Director & Senior Partner; Global Chair, Functional Practices","description":"Dylan Bolden, of the Dallas office, Managing Director & Senior Partner; Chair, Applied AI, Partnerships, and Functional Practices."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/dylan-bolden","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:50.137927+00:00","last_confirmed_at":"2026-09-14T14:52:50.137927+00:00"},{"label":"Education","value":{"name":"Education","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/grigory-rubin","format":"Published person (name and role labels)","jobTitle":"MA, Corporate Finance and Strategic Management, Higher School of Economics","observedAt":"2026-09-14T14:53:15.948595314Z"}],"jobTitle":"MA, Corporate Finance and Strategic Management, Higher School of Economics","description":"MA, Economics and Management, Berlin Humboldt University\n\nGrigory Rubin leads Boston Consulting Group‘s metals and mining and process industries work in the Eastern Mediterranean and Caspian region (EMC). He co-leads the Industrial Goods practice in the Caspian Region. Grigory’s core areas of expertise lie within the transport and logistics industry, including railway transport, postal logistics and shipping, and metals.\n\nGrigory has significant experience in corporate and business strategy development, organizational redesign, operational transformation, supply chain management, and digitization for the firm’s industrial goods clients.\n\nBefore joining BCG in April 2010, Grigory worked in A.T.Kearney and Strategy Partners."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/grigory-rubin","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:53:15.948595+00:00","last_confirmed_at":"2026-09-14T14:53:15.948595+00:00"},{"label":"Education","value":{"name":"Education","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/david-he","format":"Published person (name and role labels)","jobTitle":"MBA, finance, University of Chicago Booth School of Business","observedAt":"2026-09-14T14:52:27.824675922Z"}],"jobTitle":"MBA, finance, University of Chicago Booth School of Business","description":"MS, engineering, Beijing Jiaotong University\n\nBS, engineering, Beijing Jiaotong University"},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/david-he","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:27.824675+00:00","last_confirmed_at":"2026-09-14T14:52:27.824675+00:00"},{"label":"Education","value":{"name":"Education","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/brian-hirshman","format":"Published person (name and role labels)","jobTitle":"MBA, operations management, Zicklin School of Business, Baruch College","observedAt":"2026-09-14T14:52:19.706009376Z"}],"jobTitle":"MBA, operations management, Zicklin School of Business, Baruch College","description":"BS, aviation technology, Embry-Riddle Aeronautical University\n\nBrian Hirshman is the global leader for aerospace and defense at Boston Consulting Group, where he also leads the firm's work in aerospace maintenance, repair, and overhaul (MRO) worldwide. In this role, he partners with OEMs, airlines, MROs (airframe, engine, components), private equity, and public sector clients on transformative strategy and operations improvement initiatives. Brian is a core member of BCG’s Industrial Goods practice.\n\nBrian’s expertise in technical operations has been behind his successful transformation of numerous operations departments, divisions, and businesses. He has also worked with businesses to solve their value challenges in the areas of: fleet strategy and campaigns, direct and indirect sourcing (all categories), large-scale aircraft maintenance transformations, maintenance programs and reliability systems, M&A (due diligence, post-merger integration), cost reduction, and shop floor improvement. Brian is a licensed Airframe & Powerplant Technician.\n\nPrior to his work at BCG, Brian held executive operating positions at three airlines (Southwest, Alaska, Northwest) where he led department-wide transformations that resulted in significant advances in cost reduction, regulatory compliance, and operational performance. He also spent time working for Macquarie and Oliver Wyman."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/brian-hirshman","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:19.706009+00:00","last_confirmed_at":"2026-09-14T14:52:19.706009+00:00"},{"label":"Education","value":{"name":"Education","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/antti-belt","format":"Published person (name and role labels)","jobTitle":"MSc, finance, Helsinki School of Economics","observedAt":"2026-09-14T14:52:15.090908932Z"}],"jobTitle":"MSc, finance, Helsinki School of Economics","description":"BSc, finance, Helsinki School of Economics\n\nAntti Belt leads The Boston Consulting Group's offering in digital commodity trading. He is also Helsinki lead for the energy sector and analytics.\n\nSince joining BCG in 2007, Antti has worked with oil industry supermajors, NOCs, traders, oil marketers, merchant traders, utilities, agricultural, and mining players on key issues related to trading strategy, analytics, and operating models. The current focus of his work is on digital transformation of commodities trading.\n\nAntti has also developed several trading algorithms and deployed machine learning models in power, gas, renewable energy, oil, and cross-assets. He is the lead author of BCG research on digitalization of commodity trading and is a frequent speaker in industry events and in the financial press.\n\nBefore joining BCG, Antti ran his own trading business which focused on creating quantitative trading strategies for hedge funds, as well as running proprietary trading activities."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/antti-belt","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:15.090908+00:00","last_confirmed_at":"2026-09-14T14:52:15.090908+00:00"},{"label":"Education","value":{"name":"Education","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/anastasia-kouvela","format":"Published person (name and role labels)","jobTitle":"PhD, operations research, London School of Economics and Political Science","observedAt":"2026-09-14T14:52:09.647894274Z"}],"jobTitle":"PhD, operations research, London School of Economics and Political Science","description":"MSc, operations research, London School of Economics and Political Science\n\nBA, University of Pireaus\n\nAnastasia Kouvela is a core member of Boston Consulting Group’s Consumer, Operations, and Climate & Sustainability practices. She is an expert in large-scale operations and climate transformations in the consumer products space.\n\nAnastasia has worked with clients in Europe, Africa, and North America in food, beverage, personal, and home care. Her case work has covered topics such as supply chain strategy, Scope 3 decarbonization, procurement transformation, operations digitization, cost optimization, and complexity management. She is particularly interested in creating lasting impact with an emphasis on change management and shifting ways of working.\n\nPrior to joining BCG, Anastasia worked at Kearney, specializing in operations in a variety of industries including consumer goods, packaging, and chemicals."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/anastasia-kouvela","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:52:09.647894+00:00","last_confirmed_at":"2026-09-14T14:52:09.647894+00:00"},{"label":"Emile Detry","value":{"url":"https://www.bcg.com/about/people/experts/emile-detry","name":"Emile Detry","@type":"Person","image":"https://web-assets.bcg.com/4a/41/b3e8e1b94a87aca82b8cfb4d19f4/emile-detry.jpg","sameAs":["https://www.linkedin.com/in/emile-detry/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/emile-detry","format":"Published person (schema.org)","jobTitle":"Managing Director & Partner","observedAt":"2026-09-14T14:52:53.883509765Z"},{"url":"https://www.bcg.com/about/people/experts/emile-detry","format":"Published person","observedAt":"2026-09-14T14:52:53.883509765Z"}],"jobTitle":"Managing Director & Partner","description":"Emile Detry, of the Casablanca office, joined Boston Consulting Group in 2017 and has been working in Morocco since 2010."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/emile-detry","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:53.883509+00:00","last_confirmed_at":"2026-09-14T14:52:53.883509+00:00"},{"label":"Emir Pandir","value":{"url":"https://www.bcg.com/about/people/experts/emir-pandir","name":"Emir Pandir","@type":"Person","image":"https://web-assets.bcg.com/8b/18/806cdf16afc687623bb6d59d0df8/emir-pandir-tcm9-187573.jpg","sameAs":["https://www.linkedin.com/in/emir-pandir-22009536/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/emir-pandir","format":"Published person (schema.org)","jobTitle":"Managing Director & Partner","observedAt":"2026-09-14T14:52:53.883337767Z"},{"url":"https://www.bcg.com/about/people/experts/emir-pandir","format":"Published person","observedAt":"2026-09-14T14:52:53.883337767Z"}],"jobTitle":"Managing Director & Partner","description":"Emir Pandir, of the Istanbul office, joined Boston Consulting Group in Istanbul in 2018."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/emir-pandir","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:53.883337+00:00","last_confirmed_at":"2026-09-14T14:52:53.883337+00:00"},{"label":"Eric Boudier","value":{"url":"https://www.bcg.com/about/people/experts/eric-boudier","name":"Eric Boudier","@type":"Person","image":"https://web-assets.bcg.com/59/8c/142e877a4915b1bf0f9419fbe3f5/eric-boudier-tcm9-37340.jpg","sameAs":["https://www.linkedin.com/in/eric-boudier-26796a80/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/eric-boudier","format":"Published person (schema.org)","jobTitle":"Managing Director & Senior Partner, BCG Fellow","observedAt":"2026-09-14T14:52:56.645279114Z"},{"url":"https://www.bcg.com/about/people/experts/eric-boudier","format":"Published person","observedAt":"2026-09-14T14:52:56.645279114Z"}],"jobTitle":"Managing Director & Senior Partner, BCG Fellow","description":"Eric Boudier, of the Oslo office, leads BCG's Energy practice for the Nordic regions. He specializes in risk management."},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/eric-boudier","Published person (schema.org)"],"first_observed_at":"2026-09-14T14:52:56.645279+00:00","last_confirmed_at":"2026-09-14T14:52:56.645279+00:00"},{"label":"Erik Ekevall","value":{"url":"https://www.bcg.com/about/people/experts/erik-ekevall","name":"Erik Ekevall","@type":"Person","image":"https://web-assets.bcg.com/b0/8e/002223d42af411b28bf2eb2fe67a/ekevall-erik-tcm9-69951.jpg","sameAs":["https://www.linkedin.com/in/erikekevall/"],"sources":[{"url":"https://www.bcg.com/about/people/experts/erik-ekevall","format":"Published person (schema.org)","jobTitle":"Managing Director & Partner","observedAt":"2026-09-14T14:52:56.645302206Z"},{"url":"https://www.bcg.com/about/people/experts/erik-ekevall","format":"Published person","observedAt":"2026-09-14T14:52:56.645302206Z"}],"jobTitle":"Managing Director & Partner","description":"Erik Ekevall, of the Sydney Office, is a core member of the Industrial Goods practice. 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Manage Subscriptions"},"basis":"publisher_declared","via":["https://www.bcg.com/industries/insurance/life-insurance","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:53:20.247216+00:00","last_confirmed_at":"2026-09-14T14:53:20.247216+00:00"},{"label":"Operational Excellence","value":{"name":"Operational Excellence","@type":"Person","image":"https://web-assets.bcg.com/dims4/default/8f70293/2147483647/strip/true/crop/1898x987+51+0/resize/500x260!/format/webp/quality/80/","sources":[{"url":"https://www.bcg.com/capabilities/operations/end-to-end-operational-excellence","format":"Published person (name and role labels)","jobTitle":"In today’s uncertain macroeconomic environment, companies must achieve excellence in end-to-end operations to stay ahead. 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Manage Subscriptions"},"basis":"publisher_declared","via":["https://www.bcg.com/capabilities/operations/end-to-end-operational-excellence","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:54:10.680893+00:00","last_confirmed_at":"2026-09-14T14:54:10.680893+00:00"},{"label":"People Strategy","value":{"url":"https://www.bcg.com/capabilities/people-strategy/overview","name":"People Strategy","@type":"Person","sources":[{"url":"https://www.bcg.com/about/people/experts/anders-madsen","format":"Published person (name and role labels)","jobTitle":"Operations","observedAt":"2026-09-14T14:53:07.324498829Z"}],"jobTitle":"Operations"},"basis":"publisher_declared","via":["https://www.bcg.com/about/people/experts/anders-madsen","Published person (name and role labels)"],"first_observed_at":"2026-09-14T14:53:07.324498+00:00","last_confirmed_at":"2026-09-14T14:53:07.324498+00:00"},{"label":"Personal Information That We Collect","value":{"name":"Personal Information That We Collect","@type":"Person","email":"datasubjectrights@bcg.com","sources":[{"url":"https://www.bcg.com/about/privacy-policy","format":"Published person (name and role labels)","jobTitle":"Account, registration, subscription, and marketing","observedAt":"2026-09-14T14:51:58.353261983Z"},{"url":"https://www.bcg.com/about/privacy-policy#Page-content","format":"Published person (name and role labels)","jobTitle":"Account, registration, subscription, and marketing","observedAt":"2026-09-14T14:52:02.712477697Z"},{"url":"https://www.bcg.com/about/privacy-policy#us-addendum-privacy-policy","format":"Published person (name and role labels)","jobTitle":"Account, registration, subscription, and marketing","observedAt":"2026-09-14T14:52:07.193989007Z"}],"jobTitle":"Account, registration, subscription, and marketing","description":"BCG collects information from you when you create your account or register for certain pages for the Site, request copies of publications, subscribe for email newsletters and press releases, seek additional information regarding our services, and for marketing communications (via emails, social media platforms) from BCG based on your consent where required.\n\nPersonal information that we collect includes names, addresses, email addresses, phone numbers, employment information that may identify you (such as company, job title, or position), IP address, geo location, subject areas of interest, and/or demographic information.\n\nIf you do not provide such information, you may not be able to create an account or register for certain pages for the Site, request copies of publications, subscribe for email newsletters and press releases, or seek additional information regarding our services.\n\nEvents and surveys\n\nBCG collects information if you register for conferences and other BCG-sponsored events, and/or take part in surveys run by BCG.\n\nPersonal information that we collect includes names, email addresses, employment or education information that may identify you (such as company, job title, or position), dietary preferences, IP address, unique personal identifiers, subject areas of interest, and/or demographic information. At certain conferences or events, BCG may collect photos, video, or audio data.\n\nCookies and other tracking technologies\n\nBCG may use cookies and other tracking technologies as described in the “Cookies and Other Tracking Technologies” section of this Privacy Statement below and our cookie consent managers.\n\nVisitors to our offices and security systems\n\nBCG collects information from you when you visit our offices. Visitors are often required to sign in at reception, and we may collect personal information from you, including your name, email address, and government-issued ID. We may capture certain personal information in and immediately outside our offices, including audio, images, and footage on CCTV or other audio, video, and related security or monitoring systems.\n\nPublicly available information and third-party data providers\n\nBCG may collect information about you from publicly available sources or receive information about you from third-party data providers, which generally consists of publicly available personal information compiled from websites, social media platforms, and other publicly available sources. Personal information collected may include your name, email address, employment or education information that may identify you (such as company, job title, or position), subject areas of interest, and photos, videos, and audio data from social media platforms. 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