tech

Can you design algorithms without inherent bias?

(Photo credit)

Especially during these more isolated times, many of us turn to social media to keep up with friends & family, learn about relevant news, and watch endless cat videos. This is probably the most visible way that many people interact with artificial intelligence on a daily basis, regardless of whether or not they are aware of it. AI decides what content you see, in what order, or whether you see it at all in your feed.  AI is designed by humans though, so many argue that we are not doing enough to remove human bias before it gets encoded in the tech that humans build. 


#techtopic

IBM made a bold statement earlier this week by deciding not to make any more general purpose facial recognition software. IBM CEO Arvind Krishna's letter called for broader police reforms and said “IBM firmly opposes and will not condone uses of any technology, including facial recognition technology offered by other vendors, for mass surveillance, racial profiling” and human rights violations.

Amazon soon followed IBM’s lead, implementing a one-year pause on allowing police to access their facial recognition software. They also called for Congress to enact legislation to guide them. And employees at Microsoft are pushing for similar changes.

Tech continues to struggle with many challenges related to bias in product design/usage, including: 

  • when do you decide not to build something? Does that decision remove your ability to stay competitive? Does that decision have impact on whether other tech firms will follow suit?

  • how do you ensure that the tech you are building does not inherently further bias, via its design & architecture? 

  • how do you ensure that the tech isn’t used in a manner inconsistent with your company values? 

AI has provided great impact on our daily lives with respect to reducing commute times, allowing mobile check deposits, improving fraud detection and spam filters, and improving our energy operations &  power grid optimization.

Yet these successes have been tempered with countless stories of AI models exhibiting racist behavior. One directed Black Americans away from higher-quality healthcare, while another labeled a thermometer in the hands of a Black person a gun. And Google was famously rebuked for labeling Black people as gorillas in its photo-categorization software (AND then for not fixing it with a real solution). 


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How can companies & individuals show true support for diversity in tech?

(photo credit: @wocintechchat)

I struggled with crafting my thoughts this week. The fundamental theme: “black lives matter.” One of the many challenges: how to ensure that value is manifested across so many dimensions within our society, the companies we work for, the organizations we choose to participate in.  I’m feeling overwhelmed and saddened, furious yet proud. Overwhelmed by the sheer volume of news & senseless death & protests & work to be done.  Saddened by the unjust nature of our society and furious at the willful ignorance of people I care about who continue to turn a blind eye. Proud of those who are standing up for what they believe in and who are persistently protesting to support black and brown lives.  I was inspired by President Obama’s town hall on Wednesday and remain hopeful that all of our collective action will shift the tides towards equality & justice. 


#getinformed

As you look to join a tech company, it’s important (now and always) to figure out if they have embedded the concepts of diversity, equity and inclusion into the ethos of the company’s values & operational structure. These are not just platitudes on a marketing campaign. 

Here are 6 questions to ask yourself (with resources to help your thinking & action): 

  1. Does the company send an appropriate message externally during major crises related to racism? 

  2. Do they have visible teams/initiatives focused on product inclusion efforts?

  3. Do they release employment stats on diversity hiring and retention? And have they made progress in improving those stats? 

  4. Are they supporting employee resource groups (ERGs) with funding for hiring/retention projects?

  5. Follow the money - where is the company investing? 

  6. Check out the executive leadership and board of director pages. Do you see visible representation of diverse voices in the highest decision-making roles at the company?


I’m no longer accepting the things I cannot change. I’m changing the things I cannot accept.
— Dr. Angela Davis

To learn more, check out this great panel discussion with Angela Davis & Common.


#takeaction

  1. Join together with others to be united in initiating action

  2. Donate. Put your money towards supporting organizations that are doing good work to combat racism or support bail funds for those jailed after protests.


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Supply chain tech + drone delivery

(Photo credit @jezael)

Snow! In May! Enough said.

Instead, let me share a social distancing haiku from NPR:

All the days blending
together into a stew
not a good stew


#techtopic

I've been curious about how tech is helping support disrupted supply chains - and much is happening. As supply chain VC Brian Aoaeh points out, "supply chain innovations are really about two things – increasing throughput and increasing profit."

One way to do that is to optimize operations, so it makes sense that UPS just debuted autonomous warehouse robots to boost warehouse productivity. Separately, retailers who invested in inventory management technology will be the clear winners, when so much of in-store business is moving to counter pickup or shipping inventory from the store to the customer. Stores will continue to play a key role in getting products to customers, with real-time knowledge about distributed inventory becoming a key competitive advantage. It'll be fascinating to watch the UPS & CVS drone delivery trials in Florida this month to see if they usher in a new wave of last-mile delivery solutions.

With increased political issues between China & the US, we're also seeing Apple shift production to neighboring Vietnam to avoid further supply chain disruptions by increasing production capacity outside China. And no commentary on supply chain tech can be complete without mentioning the potential for blockchain to help provide transparency and traceability.

As more organizations look to deploy supply chain technology, the providers of that tech are growing their sales teams to meet demand. As huge transportation hubs, Newark, NJ and Atlanta, GA are both cities with supply chain tech ecosystems. This is still a great breakdown of the supply chain ecosystem via CB Insights, even if it's a few years old. And imagine - what will supply chains look like in Q3 as they prepare for Black Friday and the Christmas holiday season?


#farfuture

And you thought radio waves were just good for listening to music! Down at my alma mater Princeton, they have discovered a new way to control fusion reactions, a small step towards making fusion energy production a reality.


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