WinterSchool 2018 - RetrainingMachine
Addressing algorithmic bias:
The pregnancy space on the web



A.
Textual tips grid

A grid overview of top 10 tips per country/language space as found in the top Google search results for query [pregnant OR pregnancy]

Overview of pregnancy tips per country

B.
Platform vernacular overlays

Composite images of top engaged pregnancy content on social media

The overlay technique was used to visualize platform vernaculars around pregnancy on Tumblr, Twitter, Pinterest, Reddit, Facebook, Instagram and Google.


Overlay of top 10 most engaged with images on Tumblr
Carlo De Gaetano, Claudia Pazzaglia. 2018.



Overlay of top 10 most engaged with images on Twitter
Carlo De Gaetano, Claudia Pazzaglia. 2018.





Overlay of top 10 most engaged with images on Pinterest
Carlo De Gaetano, Claudia Pazzaglia. 2018.





Overlay of top 10 most engaged with images on Reddit
Carlo De Gaetano, Claudia Pazzaglia. 2018.




Overlay of top 10 most engaged with images on Facebook
Carlo De Gaetano, Claudia Pazzaglia. 2018.



Overlay of top 10 most engaged with images on Instagram
Carlo De Gaetano, Claudia Pazzaglia. 2018.




Overlay of top 10 most engaged with images on Google
Carlo De Gaetano, Claudia Pazzaglia. 2018.



Digital Methods Initiative,
University of Amsterdam


Carlo de Gaetano,
Sabine Niederer,
Loes Bogers


Amber de Zeeuw
Anne Wijn
Chuyun Zhang
Claudia Pazzaglia
Enedina Ortega Gutierrez
Felix Navarrete
Frederike Lichtenstein
Kim Visbeen
Lydia Kollyri
Mandy Theel
Mari Fujiwara
Mischa Szpirt
Nikolaj Frøsig
Nora Lauff
Pien Goutier
Sammy Shawky
Sofía Beatriz Alamo