Evidence map›Paper›PMID 30086166›Full record

ArticlePloS one2018

Economic complexity unfolded: Interpretable model for the productive structure of economies.

Zoran Utkovski, Melanie F Pradier, Viktor Stojkoski, Fernando Perez-Cruz, Ljupco Kocarev

Abstract read
In one paragraph

Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Zoran UtkovskiFraunhofer Heinrich Hertz Institute, Berlin, Germany.
Melanie F PradierSchool of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States of America.
Viktor StojkoskiResearch Center for Computer Science and Information Technologies, Macedonian Academy of Sciences and Arts, Skopje, Macedonia.ORCID 0000-0002-7594-4431
Fernando Perez-CruzSwiss Data Science Institute (ETHZ/EPFL), Zurich, Switzerland.
Ljupco KocarevResearch Center for Computer Science and Information Technologies, Macedonian Academy of Sciences and Arts, Skopje, Macedonia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Economic complexity reflects the amount of knowledge that is embedded in the productive structure of an economy. It resides on the premise of hidden capabilities-fundamental endowments underlying the productive structure. In general, measuring the capabilities behind economic complexity directly is difficult, and indirect measures have been suggested which exploit the fact that the presence of the capabilities is expressed in a country's mix of products. We complement these studies by introducing a probabilistic framework which leverages Bayesian non-parametric techniques to extract the dominant features behind the comparative advantage in exported products. Based on economic evidence and trade data, we place a restricted Indian Buffet Process on the distribution of countries' capability endowment, appealing to a culinary metaphor to model the process of capability acquisition. The approach comes with a unique level of interpretability, as it produces a concise and economically plausible description of the instantiated capabilities.

Indexed as

Models, EconomicBayes TheoremDeveloped CountriesDeveloping CountriesEconomic DevelopmentEfficiencyIndustryModels, EconometricModels, StatisticalStatistics, Nonparametric

Identifiers

PMID30086166
PMCPMC6080758

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.