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  "documentTitle": "Technology Trends Outlook 2022",
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      "text": "Trends added since last year's study: industrializing machine learning, Web3, immersive-reality technologies, future of mobility, and future of space technologies\nTrends not carried over from last year's study: next-level process automation and virtualization (now considered an implication of several trends) and next-generation materials (partially represented by other trends)\nTrends with adjusted definitions: next-generation software development (partly covered under future of programming in 2021), trust architectures and digital identity (partly covered by trust architecture in 2021), future of sustainable consumption (disaggregated from future of clean technologies), and future of clean energy (disaggregated from future of clean technologies)\nTrends with minor changes to definition: applied AI, advanced connectivity (previously called future of connectivity), cloud and edge computing (previously called distributed infrastructure), quantum technologies (previously called next-generation computing), and future of bioengineering (previously called Bio Revolution)",
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      "text": "Patents. Data on patent filings are sourced from Google Patents.\nResearch. Data on research publications are sourced from the Lens (www.lens.org).\nNews. Data on news publications are sourced from Factiva.\nSearches. Data on search engine queries are sourced from Google Trends.\nInvestment. Data on private-market and public-market capital raises are sourced from PitchBook.",
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      "text": "The associations shown on the industry heat map were derived by reviewing the news reports on each trend for references to specific companies within each of the 20 industries.\nIn addition, we updated the selection and definition of trends from last year's study to reflect the evolution of technology trends:",
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      "text": "Research methodology\nTo assess the development of each technology trend, our team collected data on five tangible measures of activity: search engine queries, news publications, patents, research publications, and investment.",
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      "text": "Introduction (continued)",
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