Equity & Inclusion
Media + Workplace + Algorithmic Bias
Equity in Media: Images Matter
Ground-breaking research in recent years analyzing hundreds of films has shown the starkness of the problem of representation. It’s time to tell the whole story – women and people of color are now and have always been central characters. Upgrading what we see on screen is critical for changing society’s understanding of everyone’s fundamental capacity in life, including changing each individual’s expectations of and confidence in their own capabilities.
None of us created these bias challenges that constantly emerge onscreen yet we inherit them. We continue to collaborate with and build on the extraordinary work of teams that have developed groundbreaking analysis and tools in this space. Other leaders in this space include Geena Davis Institute (GDI) on Gender in Media, Dr. Shri Narayanan, Dr. Stacy Smith, Google, NSF, MAKERS, Polygraph.cool, and more.
Our Images Matter work (Full briefing) is centered around mitigating bias, telling more balanced stories that reduce stereotypes and better inclusion of “hidden heroes” on screen (historic and contemporary).
In 2017-2018, shift7continues many of these collaborations and has seen catalytic engagement around “Images Matter” with broad integration into the Time’s Up movement including Megan Smith’s role as a co-captain of the Time’s Up Storytelling team. This work builds on over fifteen years of leadership on Visibility Insights (see list at bottom of this section).
Entertainment media shapes public perceptions about who does what in our society and economy. Today the U.S. has over 600,000 jobs open in high tech, and we will have over 2 million unfilled STEM jobs – nearly half in computer science – by 2020. It’s proven that “if you can see it you can be it” works for helping anyone see themselves in a professional role if they see it on screen. Now consider this: a recent study showed that “after watching more than 85 hours of popular TV shows and movies, viewers would have only seen a single instance of computer science involving a Latina, Black and mixed race female character.”
To mitigate the problem of STEM representation on screen - and in computer science fields themselves - we can debunk stereotypes through more inclusive casting and scripts. We have teamed up with researchers at USC who have developed tools that can analyze video, audio and text in order to determine on-screen time, speaking time and character agency by race, gender and age. Those tools allow us to illuminate what is actually being immortalized on screen so that we can push for ALL of humanity to be represented.
We can look to the success of other industries like the Association of National Advertisers #SeeHer initiative, which some of the shift7 team helped catalyze. The advertising industry has already begun using data science to eliminate objectification and bias against women in both their ad content and the content their ads support.
Diverse films that pass the Bechdel Test aren’t just more true to life – they also make more money. There is a huge opportunity to identify what “hidden heroes” stories are in development and to craft strategies to get more on screen – both as leads in films like Hidden Figures, and to add the missing characters in most films. The shift7 team continues driving progress in these areas today through a range of collaborations and partnerships.
Past leadership work on Visibility Insights:
UN Women -- 2011 U.S. Delegation Public Delegate.
Google -- CS in Hollywood, WomenTechMakers, SolveforX balance 2012-2014 + Capitol Hill + partnerships with ASU, AAAS, MIT Technology Review, Tribeca Film Festival and more, Google Doodles.
MAKERS -- insights + collaboration on scouting for Katherine Johnson, Margaret Hamilton and other historic + current tech and science makers, tech makers at Google, MAKERS Conference STEM programming teamwork. Videos of conference presentations by Megan Smith: 2016 with Johanna Hoffman; 2016 with Ayah Bdeir, Jessica O. Matthews, Justine Cassell; 2017 Tech Opportunity --> Field the Whole Team; 2018 Hidden Figures in Media.
White House Office of Science and Technology Policy -- Women’s (missing) history, Image of STEM, STEM for All, #SeeHer, U.S. National Archives 9th Annual McGowan Forum on Women in Leadership), USC CS-Annenberg and GDI catalyzing.
shift7 team members have worked on equity, diversity and inclusion for over fifteen years and continue to provide thought leadership and programs to support diversity progress in industry, academia and all organizations. Currently our work here includes venture and entrepreneurship outreach with colleagues. We work with teams like Rise of the Rest, Village Global, NEO, Fab Foundation and more.
Knowledge Products -- Open & Shareable:
- Raising the Floor: Sharing What Works in Workplace Diversity, Equity, and Inclusion: Industry transformation practices.
- Demystifying Access to Capital for All Early Stage Science and Tech Entrepreneurs: More than 30 investors pledged to increase access to capital for science and tech entrepreneurs from diverse backgrounds, including by sharing tips for raising funds. Diversify Access to Capital Pledge
shift7 activation around algorithmic discrimination challenges centers around evangelism and consciousness raising to build momentum for systemic change. We do this work through media, speeches, workshops, trainings and publications. Recent engagements include the SXSW Democratizing AI Keynote conversation, Fortune MPW NextGen Conference, Grace Hopper, MIT,and the first annual AI Index in the Expert Forum (p59).
It is urgent that we rapidly and radically improve diversity and inclusion in all dimensions and at all levels in the technology sector, amongst decision-makers, in dialogues about technologies, and in applications of technology to all sectors.