references.bib

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@article{sheppard2012introduction,
  Author = {Sheppard, Kevin},
  Date-Added = {2021-01-04 22:00:29 +0000},
  Date-Modified = {2021-01-04 22:02:19 +0000},
  Edition = {4},
  Journal = {Self-published, University of Oxford},
  Title = {Introduction to Python for econometrics, statistics and data analysis},
  Url = {https://www.kevinsheppard.com/files/teaching/python/notes/python_introduction_2020.pdf},
  Year = {2012}
}


@article{jax2018github,
  author = {James Bradbury and Roy Frostig and Peter Hawkins and Matthew James Johnson and Chris Leary and Dougal Maclaurin and George Necula and Adam Paszke and Jake Vander{P}las and Skye Wanderman-{M}ilne and Qiao Zhang},
  title = {{JAX}: composable transformations of {P}ython+{N}um{P}y programs},
  url = {http://github.com/google/jax},
  journal = {none},
  version = {0.2.5},
  year = {2018},
}


@article{vallat2018pingouin,
  title={Pingouin: statistics in Python},
  author={Vallat, Raphael},
  journal={Journal of Open Source Software},
  volume={3},
  number={31},
  pages={1026},
  year={2018}
}

@InProceedings{niels_bantilan-proc-scipy-2020,
  author    = { {N}iels {B}antilan },
  title     = { pandera: {S}tatistical {D}ata {V}alidation of {P}andas {D}ataframes },
  booktitle = { {P}roceedings of the 19th {P}ython in {S}cience {C}onference },
  pages     = { 116 - 124 },
  year      = { 2020 },
  editor    = { {M}eghann {A}garwal and {C}hris {C}alloway and {D}illon {N}iederhut and {D}avid {S}hupe },
  doi       = { 10.25080/Majora-342d178e-010 }
}

@article{bellemare2020elasticities,
  title={Elasticities and the inverse hyperbolic sine transformation},
  author={Bellemare, Marc F and Wichman, Casey J},
  journal={Oxford Bulletin of Economics and Statistics},
  volume={82},
  number={1},
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  year={2020},
  publisher={Wiley Online Library}
}

@article{balli2013interaction,
  title={Interaction effects in econometrics},
  author={Balli, Hatice Ozer and S{\o}rensen, Bent E},
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}

@article{silberzahn2018many,
  title={Many analysts, one data set: Making transparent how variations in analytic choices affect results},
  author={Silberzahn, Raphael and Uhlmann, Eric L and Martin, Daniel P and Anselmi, Pasquale and Aust, Frederik and Awtrey, Eli and Bahn{\'\i}k, {\v{S}}t{\v{e}}p{\'a}n and Bai, Feng and Bannard, Colin and Bonnier, Evelina and others},
  journal={Advances in Methods and Practices in Psychological Science},
  volume={1},
  number={3},
  pages={337--356},
  year={2018},
  publisher={Sage Publications Sage CA: Los Angeles, CA}
}

@article{simonsohn2020specification,
  title={Specification curve analysis},
  author={Simonsohn, Uri and Simmons, Joseph P and Nelson, Leif D},
  journal={Nature Human Behaviour},
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  number={11},
  pages={1208--1214},
  year={2020},
  publisher={Nature Publishing Group}
}

@article{orben2019association,
  title={The association between adolescent well-being and digital technology use},
  author={Orben, Amy and Przybylski, Andrew K},
  journal={Nature Human Behaviour},
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  year={2019},
  publisher={Nature Publishing Group}
}

@article{akiyama2019first,
  title={First M87 event horizon telescope results. IV. Imaging the central supermassive black hole},
  author={Akiyama, Kazunori and Alberdi, Antxon and Alef, Walter and Asada, Keiichi and Azulay, Rebecca and Baczko, Anne-Kathrin and Ball, David and Balokovi{\'c}, Mislav and Barrett, John and Bintley, Dan and others},
  journal={The Astrophysical Journal Letters},
  volume={875},
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  year={2019},
  publisher={IOP Publishing}
}

@article{abbott2016observation,
  title={Observation of gravitational waves from a binary black hole merger},
  author={Abbott, Benjamin P and Abbott, Richard and Abbott, TD and Abernathy, MR and Acernese, Fausto and Ackley, Kendall and Adams, Carl and Adams, Thomas and Addesso, Paolo and Adhikari, RX and others},
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  volume={116},
  number={6},
  pages={061102},
  year={2016},
  publisher={APS}
}

@article{boeing2017osmnx,
  title={OSMnx: New methods for acquiring, constructing, analyzing, and visualizing complex street networks},
  author={Boeing, Geoff},
  journal={Computers, Environment and Urban Systems},
  volume={65},
  pages={126--139},
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}

@inproceedings{jupyter2018binder,
  title={Binder 2.0-Reproducible, interactive, sharable environments for science at scale},
  author={Jupyter, PMJF and Bussonnier, Matthias and Forde, Jessica and Freeman, J and Granger, B and Head, T and Holdgraf, C and Kelley, K and Nalvarte, G and Osheroff, A and others},
  booktitle={Proceedings of the 17th python in science conference},
  volume={113},
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  year={2018}
}

@book{diez2012openintro,
  title={OpenIntro statistics},
  author={Diez, David M and Barr, Christopher D and Cetinkaya-Rundel, Mine},
  year={2012},
  publisher={OpenIntro}
}

@article{cook2011inventing,
  title={Inventing social capital: Evidence from African American inventors, 1843--1930},
  author={Cook, Lisa D},
  journal={Explorations in Economic History},
  volume={48},
  number={4},
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  year={2011},
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}

@book{schwabish2021better,
  title={Better Data Visualizations: A Guide for Scholars, Researchers, and Wonks},
  author={Schwabish, Jonathan},
  year={2021},
  publisher={Columbia University Press}
}

@article{nunez2018optimizing,
  title={Optimizing colormaps with consideration for color vision deficiency to enable accurate interpretation of scientific data},
  author={Nu{\~n}ez, Jamie R and Anderton, Christopher R and Renslow, Ryan S},
  journal={PloS one},
  volume={13},
  number={7},
  pages={e0199239},
  year={2018},
  publisher={Public Library of Science San Francisco, CA USA}
}

@article{schumacher2016comparison,
  title={A comparison of MIDAS and bridge equations},
  author={Schumacher, Christian},
  journal={International Journal of Forecasting},
  volume={32},
  number={2},
  pages={257--270},
  year={2016},
  publisher={Elsevier}
}

@article{andreou2013should,
  title={Should macroeconomic forecasters use daily financial data and how?},
  author={Andreou, Elena and Ghysels, Eric and Kourtellos, Andros},
  journal={Journal of Business \& Economic Statistics},
  volume={31},
  number={2},
  pages={240--251},
  year={2013},
  publisher={Taylor \& Francis}
}

@article{lutkepohl1981model,
  title={A model for non-negative and non-positive distributed lag functions},
  author={L{\"u}tkepohl, Helmut},
  journal={Journal of Econometrics},
  volume={16},
  number={2},
  pages={211--219},
  year={1981},
  publisher={Elsevier}
}

@article{mccracken2016fred,
  title={FRED-MD: A monthly database for macroeconomic research},
  author={McCracken, Michael W and Ng, Serena},
  journal={Journal of Business \& Economic Statistics},
  volume={34},
  number={4},
  pages={574--589},
  year={2016},
  publisher={Taylor \& Francis}
}

@article{van2021bayesian,
  title={Bayesian statistics and modelling},
  author={van de Schoot, Rens and Depaoli, Sarah and King, Ruth and Kramer, Bianca and M{\"a}rtens, Kaspar and Tadesse, Mahlet G and Vannucci, Marina and Gelman, Andrew and Veen, Duco and Willemsen, Joukje and others},
  journal={Nature Reviews Methods Primers},
  volume={1},
  number={1},
  pages={1--26},
  year={2021},
  publisher={Nature Publishing Group}
}

@article{betancourt2018conceptual,
      title={A Conceptual Introduction to Hamiltonian Monte Carlo}, 
      author={Michael Betancourt},
      year={2018},
      number={1701.02434},
      journal={arXiv},
      publisher={arXiv}
}

@article{salvatier2016probabilistic,
  title={Probabilistic programming in Python using PyMC3},
  author={Salvatier, John and Wiecki, Thomas V and Fonnesbeck, Christopher},
  journal={PeerJ Computer Science},
  volume={2},
  pages={e55},
  year={2016},
  publisher={PeerJ Inc.}
}

@book{rubinstein2016simulation,
  title={Simulation and the Monte Carlo method},
  author={Rubinstein, Reuven Y and Kroese, Dirk P},
  volume={10},
  year={2016},
  publisher={John Wiley \& Sons}
}

@book{bielajew2001fundamentals,
  title={Fundamentals of the Monte Carlo method for neutral and charged particle transport},
  author={Bielajew, Alex F},
  volume={1},
  year={2001},
  publisher={The University of Michigan}
}

@article{ravuris2021skillful,
  author={Suman Ravuri and Karel Lenc and Matthew Willson and Dmitry Kangin and Remi Lam and Piotr Mirowski and Megan Fitzsimons and Maria Athanassiadou and Sheleem Kashem and Sam Madge and Rachel Prudden Amol Mandhane and Aidan Clark and Andrew Brock and Karen Simonyan and Raia Hadsell and Niall Robinson Ellen Clancy and Alberto Arribas† and Shakir Mohamed},
  title={Skillful Precipitation Nowcasting using Deep Generative Models of Radar},
  journal={Nature},
  volume={597},
  pages={672--677},
  year={2021}
}

@article{brauner2021inferring,
  title={Inferring the effectiveness of government interventions against COVID-19},
  author={Brauner, Jan M and Mindermann, S{\"o}ren and Sharma, Mrinank and Johnston, David and Salvatier, John and Gaven{\v{c}}iak, Tom{\'a}{\v{s}} and Stephenson, Anna B and Leech, Gavin and Altman, George and Mikulik, Vladimir and others},
  journal={Science},
  volume={371},
  number={6531},
  pages={eabd9338},
  year={2021},
  publisher={American Association for the Advancement of Science}
}

@article{bellemare2020write,
  Author = {Bellemare, Marc F},
  Title = {How to Write Applied Papers in Economics},
  Url = {http://marcfbellemare.com/wordpress/wp-content/uploads/2020/09/BellemareHowToPaperSeptember2020.pdf},
  Year = {2020},
  Journal = {Working Paper}
}

@book{white1972elements,
  Author = {White, Elwyn Brooks and Strunk, William},
  Publisher = {Macmillan New York},
  Title = {The elements of style},
  Year = {1972}
}

@article{zinsser2006writing,
  Author = {Zinsser, William},
  Journal = {New York, NY},
  Publisher = {Citeseer},
  Title = {On writing well: The classic guide to writing nonfiction},
  Year = {2006}
}

@book{hand2020dark,
  Author = {Hand, David J},
  Title = {Dark Data: Why What You Don't Know Matters},
  Year = {2020},
  Publisher = {Princeton University Press}
}

@article{brown2022tradeoff,
  title={The tradeoff between knowledge of mandated benefits and moral hazard},
  author={Brown, Jessica H},
  journal={Southern Economic Journal},
  volume={88},
  number={3},
  pages={1037--1064},
  year={2022},
  publisher={Wiley Online Library}
}

@article{broman2018data,
  title={Data organization in spreadsheets},
  author={Broman, Karl W and Woo, Kara H},
  journal={The American Statistician},
  volume={72},
  number={1},
  pages={2--10},
  year={2018},
  publisher={Taylor \& Francis}
}

@article{horst2020palmerpenguins,
  title={palmerpenguins: Palmer Archipelago (Antarctica) penguin data},
  author={Horst, Allison Marie and Hill, Alison Presmanes and Gorman, Kristen B},
  journal={R package version 0.1.0},
  year={2020}
}