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Security Analysis and the Collection of Hard and Soft Information

Author

Listed:
  • Azi Ben-Rephael
  • Bruce I. Carlin
  • Zhi Da
  • Ryan D. Israelsen

Abstract

We use minute-by-minute Bloomberg online status microdata during 2017-2021 to directly study how hard and soft information collection affects equity analyst performance. Collection of hard information, proxied by office workday length, is positively associated with the quantity and timeliness of analyst reports. Soft information collection, as proxied by propensity to travel, is positively correlated with the market’s reaction to recommendation changes and the likelihood of becoming a star analyst. Both hard and soft information collection improve forecast precision, a causal result that we confirm using the COVID lockdown as an instrument.

Suggested Citation

  • Azi Ben-Rephael & Bruce I. Carlin & Zhi Da & Ryan D. Israelsen, 2023. "Security Analysis and the Collection of Hard and Soft Information," NBER Working Papers 31936, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:31936
    Note: AP CF
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    More about this item

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other

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