Rafael Araujo

Rafael Araujo

@araujocrrafael.bsky.social

Assistant Prof. of Economics (FGV EESP) rafaelcraraujo.github.io

774 Followers 605 Following 32 Posts Joined Oct 2023
8 months ago
Post image

We often think of transportation infrastructure as a key driver of economic growth. And that’s true. But it also has a big environmental footprint -- one that’s often underestimated.

10 6 2 0
6 months ago

Synthetic Control Method be like

134 8 5 0
8 months ago

We wrote a short summary for @voxdev.bsky.social here 👉 voxdev.org/topic/energy...

4 0 0 0
8 months ago
Preview
Transportation infrastructure and deforestation in the Amazon We examine the effects of transportation infrastructure on deforestation in the Amazon. We build an inter-regional trade model in which agricultural c…

The full paper is now out in the Journal of Development Economics 👉 www.sciencedirect.com/science/arti...

2 0 1 0
8 months ago

This kind of evidence matters. If we care about protecting the Amazon while supporting development, we need better tools to measure the real impacts of infrastructure -- and design smarter policies.

0 0 1 0
8 months ago

The big takeaway? It’s not just about what happens near the road/railroad/port itself. The deforestation footprint is spatially complex, spreading in ways that standard impact assessments often miss.

1 0 1 0
8 months ago

In our new paper, just published in the Journal of Development Economics -- with the brilliant Juliano Assunção and @arthurbraganca7.bsky.social -- we look at how roads, railroads, and waterways affect deforestation in the Amazon.

0 0 1 0
8 months ago
Post image

We often think of transportation infrastructure as a key driver of economic growth. And that’s true. But it also has a big environmental footprint -- one that’s often underestimated.

10 6 2 0
9 months ago

My pleasure! Thank you, @araujocrrafael.bsky.social, @franciscocosta.bsky.social, and Sant'Anna, for responding carefully, and ConGrat with an important publication ‪@reveconstudies.bsky.social

4 1 0 0
9 months ago

Our paper on Amazon deforestation is out! Grateful to everyone who helped along the way. I'd like to highlight one thing that made a huge difference: clear and thoughtful guidance from the editor.

27 7 0 1
10 months ago
Vacancy — Post-doc in Environmental Economics A Postdoctoral Fellow position is available at the Department of Spatial Economics at Vrije Universiteit Amsterdam, starting in Fall 2025. Are you interested? Please apply at Vrije Universiteit Amster...

Just a few days left to apply to this 3-year postdoc position in environmental economics at @vusbe.bsky.social to work with me on the economics of water management (drought, contract design, nature based solutions, experiments, etc). Application deadline: May 15.

workingat.vu.nl/vacancies/po...

10 10 0 0
10 months ago
Post image

🧵New survey paper: "Inference with Few Treated Units"
Luis Alvarez, Bruno Ferman and Kaspar Wüthrich

Tired of referees saying your standard errors are wrong?

This survey will help you understand if you really have a problem — and, if so, how to fix it!

56 14 1 2
1 year ago
Preview
Potato Potahto in the FAO-GAEZ Productivity Measures? Nonclassical Measurement Error with Multiple Proxies The FAO-GAEZ crop productivity data are widely used in Economics. However, the existence of measurement error is rarely recognized in the empirical literature. We propose a novel method to partially i...

🚨New Working Paper🚨 "Potato Potahto in the FAO-GAEZ Productivity Measures? Nonclassical Measurement Error with Multiple Proxies" w/ @vitorpossebom.bsky.social

Link: arxiv.org/abs/2502.12141

1 2 1 0
1 year ago
Preview
a teddy bear is dancing in a kitchen in a happy dance costume . ALT: a teddy bear is dancing in a kitchen in a happy dance costume .

We highlight that our proposed methodology can be used in many empirical contexts. To employ our partial identification strategy, we only require an exogenous mismeasured treatment variable and two exogenous proxies.

0 0 0 0
1 year ago

However, our method reaches very different conclusions when compared to the findings of Nunn and Qian (2011) and Acharya et al. (2016). In particular, we find that the impact of agricultural productivity may be smaller than previously reported.

0 0 1 0
1 year ago

To illustrate our methodology, we reevaluate the results of three empirical studies: Nunn and Qian (2011), Bustos et al. (2016) and Acharya et al. (2016).

We find that the results by Bustos et al. (2016) are robust to measurement error.

0 0 1 0
1 year ago
Post image

We derive bounds around the true linear effect of crop productivity on the outcome of interest. These bounds exhaust all the information contained in the first two moments of the data distribution and have intuitive closed-form solutions.

0 0 1 0
1 year ago

We propose to partially identify the effect of crop productivity in a linear model with two proxies that are subject to nonclassical measurement error.

We impose that the true unobservable productivity is exogenous and that its effect on the outcome is non-negative.

0 0 1 0
1 year ago
There are two images here, on the left it shows a map of Brazil with the difference between versions 3 and 4 of FAO-GAEZ data for soybeans. On the right it shows a scatter plot of the data. There are two images here, on the left it shows a map of the South of the US with the difference between versions 3 and 4 of FAO-GAEZ data for cotton. On the right it shows a scatter plot of the data. There are two images here, on the left it shows a map of the Old World with the difference between versions 3 and 4 of FAO-GAEZ data for potato. On the right it shows a scatter plot of the data.

We document the possibility of measurement error in the GAEZ variables. Their versions differ with respect to calibrated parameters and sources of data. These differences cause large changes in productivity for many crops and regions, suggesting the existence of mismeasurement.

0 0 1 0
1 year ago
Preview
a man is measuring a piece of wood with a tape measure while a dog looks on ALT: a man is measuring a piece of wood with a tape measure while a dog looks on

Measurement error in the FAO-GAEZ data is rarely recognized in the empirical literature and is not properly addressed by current statistical methods. We propose a novel method that partially identifies the effect of crop productivity while accounting for measurement error.

0 0 1 0
1 year ago
this is a picture of the abstract of the paper. The FAO-GAEZ crop productivity data are widely used in Economics. However, the existence of measurement error is rarely recognized in the empirical literature. We propose a novel method to partially identify the effect of agricultural productivity, deriving bounds that allow for nonclassical measurement error by leveraging two proxies. These bounds exhaust all the information contained in the first two moments of the data. We reevaluate three influential studies, documenting that measurement error matters and that the impact of agricultural productivity on economic outcomes may be smaller than previously reported. Our methodology has broad applications in empirical research involving mismeasured variables.

The impact of crop productivity on economic outcomes is important in many fields. The most common measure of crop productivity is the FAO-GAEZ measure. However, this measure is based on a prediction model and is subject to measurement error.

0 0 1 0
1 year ago
Preview
Potato Potahto in the FAO-GAEZ Productivity Measures? Nonclassical Measurement Error with Multiple Proxies The FAO-GAEZ crop productivity data are widely used in Economics. However, the existence of measurement error is rarely recognized in the empirical literature. We propose a novel method to partially i...

🚨New Working Paper🚨 "Potato Potahto in the FAO-GAEZ Productivity Measures? Nonclassical Measurement Error with Multiple Proxies" w/ @vitorpossebom.bsky.social

Link: arxiv.org/abs/2502.12141

1 2 1 0
1 year ago
Pedro H. C. Sant’Anna

I've decided to collect my DiD materials in a single place.

psantanna.com/did-resources

There, you will find
- 14 lectures of my comprehensive DiD course
- Shorter lectures/talks I have given on DiD
- My DiD R/Stata/Python packages
- Some DiD checklists
- DiD materials from my friends

Enjoy!

457 144 23 9
1 year ago

I am thinking of making my DiD materials that I used for teaching in the last 5 years available.

I am hoping these would find begineers in need of a step-by-step opinionated walkthrough of several developments

Let’s see if I find the energy to do this!

271 34 15 6
1 year ago
The figure shows a massive rainfall event over the Amazon Rainforest. The picture, in black and white, highlights the composition of the clouds, the rainfall, and the forest.

After many iterations my paper on endogenous climate in deforestation modeling is reborn!
(an amazing photo from the one and only Sebastião Salgado:)

22 9 2 4
1 year ago

#econsky

7 1 0 0
1 year ago
Preview
The Economics of Water: Valuing the Hydrological Cycle as a Global Common Good A seven-point call to collective action. A sustainable and just water future can be achieved. It requires transforming the economics and restructuring the governance of water.

Since I haven't seen it posted on BlueSky yet: check the report by the "Global Commission on the Economics of Water". I like it quite a bit.
economicsofwater.watercommission.org

#econsky

1/3

4 2 1 0
1 year ago

Thanks, Manuel!!

1 0 0 0
1 year ago

What a paper! Interdisciplinary env econ research at its best.

3 1 1 0
1 year ago

Rafa’s work has some of my favorite examples of serious economic theory + relevant policy question + super cool data. check it out!

2 1 1 0