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Name
URL
resource
categories
description
Associated software/packages
Organisation or person
Open-access/free?
reinstein informal rating
relevance to UG/msc research students
R for data science
r4ds.had.co.nz
courses/learning resources
R
yes
80%
Data Colada
http://datacolada.org/
statistics
blog
statistics
40%
bookdown
https://bookdown.org/yihui/bookdown/
content-building tool
content-building tool
Pandoc
Markdown
R
yes
40%
OSF projects
https://osf.io/dashboard
open science
open science
pre-registration
data sharing
Open Science Foundation
yes
30%
Data Science practice
https://bit.ly/dspractice
courses/learning resources
data science/tech
A #bookdown course covering 'basic tools' of #datascience (#Git, code, #SQL, #Rstats, #Python, notebooks, containers, APIs...). Thanks @perrystephenson!
Github
Git
Python
R
Statistical Rethinking Recoded
https://bookdown.org/ajkurz/Statistical_Rethinking_recoded/
statistics
The Effect
https://theeffectbook.net/
courses/learning resources
yes
Statistical Rethinking (various online coded versions)
courses/learning resources
limited
Zenodo
https://zenodo.org/
data sharing
data sharing
data search/archive
70%
Figshare
https://figshare.com/search?q=donations&searchMode=1
data sharing
data sharing
data search/archive
70%
Dryad
http://datadryad.org/
data sharing
data sharing
data search/archive
70%
Prolific
prolific.ac.uk
participant recruitment
participant recruitment platform
Participants recruitment for experiments/ surveys
no
65%
Open Science Mooc - resource list
https://opensciencemooc.eu/resources/#two
resource list
resource list
yes
50%
BITSS
http://bitss.org/
network
network
open science
yes
45%
Limesurvey
https://www.limesurvey.org/
survey tool
survey tool
open-source
DR: seems a very promising alternative to Qualtrics, although you may need to self-host
40%
OSF registry list
https://osf.io/registries/
pre-registration
pre-registration
Open Science Foundation
yes
25%
Causal inference: the Mixtape
https://www.scunning.com/mixtape.html
courses/learning resources
web book
yes
Statistical Thinking for the 21st Century
https://statsthinking21.github.io/statsthinking21-core-site/index.html
courses/learning resources
web book
OSF: 'PhD Toolkit on Transparent, Open, Reproducible Research'
https://osf.io/g8yjz/
courses/learning resources
open science
teaching
courses
yes
65%
AEA RCT registry
https://www.socialscienceregistry.org/
pre-registration
pre-registration
American Economics Association
yes
25%
As Predicted
https://aspredicted.org/
pre-registration
pre-registration
Uri Simonsohn
yes
20%
Causal Inference: What If. R and Stata code for Exercises
https://remlapmot.github.io/cibookex-r/
courses/learning resources
web book
Qualtrics
survey tool
survey tool
participant recruitment platform
DR: not recommended for complex in-depth experiments, or for people who are coding-saavy
no
35%
Researching and writing for Economics students
https://daaronr.github.io/writing_econ_research/about-this-work.html#notes-for-instructors-and-course-organisers
Impactful topic ideas, gendas, student advice
Student advice
Dissertations
Writing
data search/archive
Effective Altruism
95%
Writing and Presentation Advice (resource list)
https://sites.google.com/site/amandayagan/writingadvice
resource list
Writing
85%
Effective thesis project
http://effectivethesis.com/
Impactful topic ideas, gendas, student advice
Student advice
Dissertations
Writing
data search/archive
Effective Altruism
Effective Thesis project
yes
80%
Google toolbox - dataset search
https://toolbox.google.com/datasetsearch
data search/archive
data search/archive
yes
80%
Effective thesis project - advice on how to come up with a high-impact research qn
https://docs.google.com/document/d/1ij_0lDxB9xX2P36-hXEfm43NxUwKBM9XxESUuilgpPA/edit
Impactful topic ideas, gendas, student advice
Student advice
Effective Altruism
Effective Thesis project
yes
80%
f
https://docs.google.com/document/d/1aA4FMXMbeHeODZcwNgyti61uL3W3fc4RTbWnRxaqzFI/edit
Impactful topic ideas, gendas, student advice
Student advice
Dissertations
Writing
data search/archive
Effective Altruism
Effective Thesis project
80%
Statacorp - resources for learning Stata
https://www.stata.com/links/resources-for-learning-stata/
resource list
stata
statistics
80%
UK Data service
https://www.ukdataservice.ac.uk/
data search/archive
data search/archive
yes
75%
Statistics.gov.uk
http://www.statistics.gov.uk/
data search/archive
data search/archive
yes
75%
Forum: how to find a dissertation topic
http://www.urch.com/forums/phd-economics/95010-how-find-dissertation-topic.html
Impactful topic ideas, gendas, student advice
topic ideas
Student advice
yes
75%
AEA data links
http://www.aeaweb.org/RFE/toc.php?show=complete
data search/archive
data search/archive
economics
American Economics Association
yes
75%
ESDS (UK)
http://www.esds.ac.uk/
data search/archive
data search/archive
probably
75%
data.world
https://data.world/
data sharing
Crowdsourced/social data site
somewhat
70%
Harvard Dataverse
https://dataverse.harvard.edu/
data sharing
data sharing
data search/archive
Dataverse
yes
70%
How to improve research skills (statistics, methodology) -
https://www.coursera.org/learn/statistical-inferences
courses/learning resources
courses
statistics
60%
Airtable
content-building tool
Airtable
limited
60%
Seeing Theory (statistics visualisation)
https://seeing-theory.brown.edu/#firstPage
statistics
60%
Green lab "standard operating procedures"
https://github.com/acoppock/Green-Lab-SOP/blob/master/sop_essay.pdf
meta-analysis/robustness tool
design
statistics
pre-registration
yes
55%
Kasy 'computational resources'
https://maxkasy.github.io/home/computationlinks/
resource list
resource list
Max Kasy
yes
50%
X-Econ
https://x-econ.org/xecon/#!ProjectDescription
data sharing
data sharing
economics
yes
50%
Social Science Prediction Platform
https://socialscienceprediction.org/
research prediction markets
research prediction markets
50%
Visualising Economics
http://visualizingeconomics.com/
visualisations
yes
50%
Social Sciences replication project
http://www.socialsciencesreplicationproject.com/reports.html
replication project
replication project
50%
Experimental Econ Replications
https://experimentaleconreplications.com/
replication project
replication project
economics
50%
Open Science MOOC - list of resources
https://opensciencemooc.eu/modules/open-collaboration/
resource list
Jon Tennant
50%
Osmooc resources list - open github markdown
https://github.com/tosteiner/OSMOOC-site/blob/master/resources.md
resource list
50%
Top ten open science tools
https://genr.eu/wp/open-science-top-ten-tools-all-open-source/
resource list
open science
open-source
50%
List et al's list of critiques/issues
List et al's list: https://bfi.uchicago.edu/sites/default/files/file_uploads/BFIWP-2019-01_0.pdf
methodology
50%
https://www.replicationmarkets.com/
research prediction markets
research prediction markets
45%
DeclareDesign
https://declaredesign.org/
meta-analysis/robustness tool
design
r package
power calculation
R
Alexander Coppock
yes
45%
Overleaf
content-building tool
Latex
limited
45%
Gpower
https://stats.idre.ucla.edu/other/gpower/
meta-analysis/robustness tool
power calculation
DR: I recommend doing this via a statistical/coding language instead, such as R
yes
40%
Open Science Mooc - module list
https://opensciencemooc.eu/modules/
courses/learning resources
open science
teaching
course list
40%
Information is Beautiful
https://informationisbeautiful.net/
visualisations
40%
Aidgrade
http://www.aidgrade.org/
collaborative research project
collaborative research project
meta-analysis
development
Eva Vivalt
40%
Responding to reviewers: a collaborative manual
Gilad Feldman
methodology
Gilad Feldman
40%
21 words methods section
http://spsp.org/sites/default/files/dialogue_26%282%29.pdf
tricks
40%
smmry: App that automatically summarizes text to save your time
https://smmry.com/
tricks
35%
Predictiv
https://www.bi.team/bi-ventures/predictiv/
research prediction markets
platform for RCT's/representative sample surveys?
Behavioural Insights Team
35%
O-tree
online experiment design tool
online experiment design tool
Z-tree
Python
Urs Fischbacher
Z-Tree
35%
Innovations in fundraising
innovationsinfundraising.org
collaborative research project
collaborative research project
yes
30%
Happy Git and GitHub for the useR
https://happygitwithr.com/
data science/tech
data science/tech
courses
"The use of Git/GitHub in data science has a slightly different vibe from that of pure software develoment, due to differences in the user’s context and objective. Happy Git aims to complement existing, general Git resources by highlighting the most rewarding usage patterns for data science."
Github
Git
yes
30%
Scientific Data (a nature publication)
data sharing
data sharing
somewhat
25%
Nature's listing of repositories
https://www.nature.com/sdata/policies/repositories#social
data sharing
25%
Nextafter giving experiment library
https://www.nextafter.com/research/explore/
data sharing
25%
Project template
http://projecttemplate.net/
data science/tech
data science/tech
"ProjectTemplate is a system for automating the thoughtless parts of a data analysis"project:"
yes
20%
Social psych statistics resources compendium
http://cescup.ulb.be/a-compendium-of-useful-stats-pages-for-social-psychologists/#RD
courses/learning resources
statistics
20%
Lists of preregistered and registered papers/studies
https://www.zotero.org/groups/479248/osf/items/collectionKey/VKXUAZM7
pre-registration
pre-registration
meta-analysis
bibliography
yes
20%
Crowdflower?
https://www.crowdflower.com/
participant recruitment
participant recruitment platform
20%
Teaching module to improve credibility in social science research
https://github.com/PolicyDesignEvaluationLab/teaching-credibility
courses/learning resources
open science
statistics
course list
yes
20%
https://www.positly.com/
https://www.positly.com/
participant recruitment
participant recruitment platform
15%
Mturk
https://www.mturk.com/
participant recruitment
participant recruitment platform
no
15%
Meta-analysis syllabus
https://docs.google.com/document/d/1oImg-ojUFqak5KyZ-ETD2qGvkvUgx8Ym6b8gG4GwfM8/edit#
meta-analysis/robustness tool
meta-analysis
teaching
15%
List of Economics conferences -- maintained
https://docs.google.com/spreadsheets/d/1MNeXLKiwQA4MK3cZ3Hr1WWXZTReh3rKQU_yfTKnu-hg/edit#gid=720648348
economics networking
15%
AI 'biosemantics' -- 'where to publish your paper"
http://jane.biosemantics.org/
tricks
10%
List of journals doing registered reports
https://cos.io/rr/
open science
open science
registered reports
pre-registration
resource list
10%
Advanced R
https://adv-r.hadley.nz/
data science/tech
data science/tech
courses
(In depth discussion of programming in R)
R
yes
10%
Doing meta-analysis in R
https://bookdown.org/MathiasHarrer/Doing_Meta_Analysis_in_R/
meta-analysis/robustness tool
meta-analysis
R
10%
statcheck
statcheck.io
meta-analysis/robustness tool
r package
meta-analysis
check internal consistency of statistics reported in a (psych?) paper
10%
Egap
https://egap.org/
network
network
https://www.guidedtrack.com/
survey tool
survey tool
online experiment design tool
coming soon? prediction generator
http://evavivalt.com/2018/09/predictions-of-social-science-research-results
research prediction markets
research prediction markets
Labkey
https://www.labkey.com/
data sharing
paid data access tool?
https://gorilla.sc/
survey tool
survey tool
online experiment design tool
Socialsciencepredictions.org
Socialsciencepredictions.org
research prediction markets
Octopus
https://octopus-hypothesis.netlify.com/
open science
A new model for the publication process in the 21st century
Tools for student thesis writing from 'Ivypanda'
https://ivypanda.com/blog/thesis-help-99-free-tools-to-save-time/comment-page-1/#comment-104831
resource list
Writing
advanced data manipulation in R... joins, reshape, etc
https://github.com/adw96/biost509/blob/master/7-lecture.pdf
data science/tech
R
Amy Wills
researcher degrees of freedom package
https://www.r-bloggers.com/from-one-regression-to-hundreds-within-seconds-a-shiny-specification-curve/
meta-analysis/robustness tool
open science
R
learnr and learning r web book
https://www.r-bloggers.com/static-and-dynamic-book-exercises-with-r/
courses/learning resources
web book
R
Science Forum: Ten common statistical mistakes to watch out for when writing or reviewing a manuscript
https://elifesciences.org/articles/48175
statistics
Student advice
Workflowr
data science/tech
R
Randomizr 'Getting started'/Vignette
https://declaredesign.org/r/randomizr/articles/randomizr_vignette.html
meta-analysis/robustness tool
design
R
bookdown: Authoring Books and Technical Documents with R Markdown:
https://bookdown.org/yihui/bookdown/
courses/learning resources
Writing
R
Coursera data science - all notes
https://sux13.github.io/DataScienceSpCourseNotes/
courses/learning resources
data science/tech
courses
R
Awesome R Resources:
https://github.com/qinwf/awesome-R#readme
resource list
courses
R
Virtual conferences
https://virtual-econ.info/
economics networking
Useful R Packages for Causal Inference in the Social Sciences
https://www.dhidalgo.me/post/useful-r-packages-for-causal-inference-in-the-social-sciences/
data science/tech
r package
R
A Roundup of R Tools for Handling BibTeX
https://ropensci.org/technotes/2020/05/07/rmd-citations/
content-building tool
R
Data science in a box
https://datasciencebox.org/hello/
courses/learning resources
data science/tech
Looks great, contains links to loads of Html slide presentations as well as (Github) source code
Data Science with R: A Resource Compendium
https://bookdown.org/martin_monkman/DataScienceResources_book/
resource list
data sharing
statistics
R
Causal Inference (Cunningham) Bookdown with Code for
meta-analysis/robustness tool
Introducing Massively Open Online Papers (MOOPs)
https://osf.io/preprints/metaarxiv/et8ak/
collaborative research project
Bitss (Open science) resource library
https://www.bitss.org/resource-library/
resource list
open science
statistics
design
An Introduction to Bayesian Thinking A Companion to the Statistics with R Course
https://statswithr.github.io/book/
courses/learning resources
web book
Bayesian
Cross Validated
https://stats.stackexchange.com/
statistics
forum
Beyond Multiple Linear Regression
https://bookdown.org/roback/bookdown-BeyondMLR/
courses/learning resources
web book
Econometric-ish statistics
An introduction to psychometric theory with applications in R
https://personality-project.org/r/book/
courses/learning resources
web book
psychometrics - linked to R Psych package
The R-universe project
https://ropensci.org/r-universe/
data science/tech
r package
Using R for Measurement in the Social Sciences
http://www2.hawaii.edu/~georgeha/Handouts/meas/Exercises/_book/index.html
courses/learning resources
web book
Psychometrics-Y. Mostly cookbook and examples
pub-peer
https://pubpeer.com/
open science
Stanford Encyclopedia of Philosophy
https://plato.stanford.edu/
web book
Plaudit - endorse a preprint
https://help.osf.io/hc/en-us/articles/360038856834-Endorse-a-Preprint
collaborative research project
Effective altruism syllabi
https://docs.google.com/document/d/1kYNd7URm0TPClM4iDIM_cjtpsOK9Vp1_HDbR2tMzVTQ/edit
Misc
80000 hours impactful questions by discipline
https://80000hours.org/articles/research-questions-by-discipline/
Impactful topic ideas, gendas, student advice
Effective Altruism
topic ideas
Hurford's Git synopsis (curated
https://gist.github.com/peterhurford/4d43aa5d6de114c0c741ba664c9c5ff5
data science/tech
data science/tech
courses
Modelling supply and demand in animal advocacy
https://docs.google.com/document/d/1FoIzHynvd20rpVAvTsJtdyB92KSuDG3SkxSfP6UqW8M/edit#heading=h.m6s7qjhjgr3r
Misc
https://www.sequentialtesting.com/
https://www.sequentialtesting.com/)
courses/learning resources
statistics
Gesis pen Access Repository for Measurement Instruments
https://zis.gesis.org/en
data search/archive
The ERIC/EBSCO database
data search/archive
quarto
quarto.org
content-building tool
curvenote.com
curvenote.com
content-building tool
Institute for Replication
https://i4replication.org/
replication project
Replicationmarkets.com
https://www.replicationmarkets.com/
replication project
"Portal to all your research solutions"
https://t.co/H41FM89AN2
Misc
"Free Causal Inference Resources" (curated review)
https://medium.com/@matteo.courthoud/free-causal-inference-resources-a54f1621d455
courses/learning resources
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