Unpublished Research

Work in Progress

Some of the programs related to my papers are available on the page “Software Programs”

Under the null of valid specification, pre-tests of valid specification do not distort inference

We show that the common practice of conducting inference on a parameter of interest conditional on not rejecting a specification test is valid (but possibly conservative) if the tested conditions hold, under general conditions. In particular, this requires no assumption on the asymptotic dependence between the estimator of the parameter of interest and the specification test.

with Clément de Chaisemartin
Publisher's website

Two-way Fixed Effects and Differences-in-Differences Estimators in Heterogeneous Adoption Designs

In heterogeneous adoption designs, no unit is treated at period one, and units receive a weakly positive dose at period two. In this setup, we first develop a test for the validity of the two-way-fixed-effects estimator. When this test is rejected, we propose alternative estimators, robust to heterogeneous treatment effects. We use our results to revisit cite{pierce2016surprisingly} and cite{enikolopov2011}.

With Clément de Chaisemartin, Diego Ciccia and Felix Knau
Publisher's website

Estimating the Gains (and Losses) of Revenue Management

We compare actual practice of revenue management with optimal static and dynamic pricing strategies, in the context of French railway transportation. The identification of demand is complicated by censoring and the absence of exogenous price variations. Using an original empirical strategy combining, we show losses of up to 16.2% compared to the optimal (dynamic) pricing strategy. We also highlight the key role of revenue management in acquiring information when demand is uncertain.

with Ao Wang, Philippe Février and Lionel Wilner
Publisher's website

Difference-in-Differences for Continuous Treatments and Instruments with Stayers

We propose new DID estimators for continuous treatments. We also assume that from two periods, the treatment of some units, the movers, changes, while the treatment of other units, the stayers, does not change. Then, our estimators compare the outcome evolution of movers and stayers with the same initial value of the treatment. Our estimators is robust to heterogeneous treatment effects. We also extend this framework to an IV setup.

With Clément de Chaisemartin, Félix Pasquier, Doulo Sow and Gonzalo Vazquez-Bare
Publisher's website

Identification and Estimation of average marginal effects in fixed effect logit models

We show that the sharp bounds on the average marginal and treatment effects (AME and ATE) can be obtained very simply in fixed effect logit models, without any optimization. We consider two related estimation methods. The second is very simple but yields asymptotically to larger confidence intervals, though it performs very well in finite samples.

with Laurent Davezies and Louise Laage
Publisher's website

Empirical MSE Minimization to Estimate a Scalar Parameter

We consider the estimation of a scalar parameter, when two estimators are available. The first is always consistent. The second is inconsistent in general, but has a smaller asymptotic variance than the first, and may be consistent if an assumption is satisfied. We propose to use the weighted sum of the two estimators with the lowest estimated mean-squared error (MSE). This third estimator dominates the other two from a minimax-regret perspective.

with Clément de Chaisemartin
Publisher's website

Faut-il pondérer ? Ou l’éternelle questin de l’économètre confronté à des données de sondage

A note in French with on whether we should use survey weights in econometrics. The note is complete but most plausibly will never be published.

with Laurent Davezies.
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