Rejoinder on: Nonparametric tail risk, stock returns, and the macroeconomy

Caio Almeida, Kym Ardison, René Garcia, Jose Vicente

Research output: Contribution to journalComment/debatepeer-review

2 Scopus citations


The discussions focus on different aspects of the paper and are quite complementary. Dobrev and Schaumburg look closely at our implementation choices and analyse the sensitivity of the measure to these choices. Camponovo, Scaillet, and Trojani propose to use robust predictive regression methods to analyze our results. From a theoretical point of view, Kris Jacobs addresses the applicability of our risk neutralization procedure from a risk management perspective. Finally, Turan Bali proposes a handful of future research topics. This rejoinder provides additional material to the main paper and addresses the points raised by the discussants.

Original languageEnglish (US)
Pages (from-to)418-426
Number of pages9
JournalJournal of Financial Econometrics
Issue number3
StatePublished - Jun 1 2017
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Finance
  • Economics and Econometrics


  • Economic predictability
  • Prediction of market returns
  • Risk factor
  • Risk-neutral probability
  • Tail risk


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