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Did you know that Social Security data is used for much more than benefits computing?
Overview.
Social Security datasets are required by different categories of entities for various purposes, now more than ever. Social Security was originally intended to only provide benefits for retired, unemployed and disadvantaged Americans. However, by now, it covers more benefits, hence the universality of its use such as health insurance inclusion and its trust fund.
Slowly, the Social Security number became the single most adopted identification number in the United States of America both by government agencies and the private sector. The significance of this 9-digit number translates to the importance of the data connected to it that was harvested from the Social Security Administration (SSA) of the USA. It not only involves information about the beneficiaries of the social security but also about their respective employers and level of income and much more.
Besides computing benefit amounts for citizens eligible for the social insurance programs, the Social Security administrative data is relevant to private businesses, governmental as well as non-governmental organizations and also research labs where studies are conducted for policy evaluation, innovation and development. The datasets provided by the SSA fall into 3 different categories: Public, Restricted Public or Non-Public datasets.
Data Availability.
Despite the dynamic events that the United States of America has witnessed both on a national and global level in the previous 5 years, the Social Security Administration managed to provide a scaling number of datasets. The nature and proportion of these datasets, however, varies in time.
Figure 1: Social Security datasets’ percentages (2015-2020)
You may hover over the chart for more details.
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Looking at the Figure 1, a noticeable pattern shows the increase in Public datasets’ percentage from the total number datasets in the SSA from 2015 to 2020 from 41.01% to 71.51% and a less proportionate percentage decrease in both Non-Public and Restricted Public datasets that accounts to about half of the respective percentages from 2015 to 2020.
No matter the nature of the events that occurred throughout these 6 fiscal years, they make space for potential research studies on a limitless number of topics. R&D professionals tend to link Social Security data with their survey data to successfully conduct their studies. This is due to the restricted scope of variables in SSA’s public datasets.
On the other hand, restricted public and non-public datasets cover more ground in terms of features which makes them rare for the public. This is proven in the previous chart with the largest respective percentages of 50.73% and 8.26% from a total of 10,791 datasets in the year 2015.
The progressive change in these numbers poses a question regarding what happened in the US since 2016 that could have possibly stimulated this or been affected by it.
Data Use.
Ethical Data Use.
Figure 2: Number of SSA Public Datasets (2016-2020)
You may hover over the chart for more details and interactive options.
The chart illustrates an identical pattern in the number of public datasets from 2016 to 2020, specifically in the 4th quarter of every year. It also highlights a few alarming events for the American Citizen which could represent a probable reason for the observed pattern.
The SSA minimizes data politicization during presidential elections
SSA restricts over 100 datasets prior to Trump’s presidential election in 2016
One month prior to the presidential elections of Donald Trump in 2016, the number of publicly released datasets dropped from 969 to 811. This accounts to over 100 datasets that either have been restricted to a certain number of people or organizations or clasfified as non-public for the purpose of minimzing the risk of data exploitation and politicization for election polls or they were completely disposed of by the Social Security Administration.
SSA shows a decrease of 52 public datasets prior to Biden’s election in 2020
The drop in the number of public social security datasets also reoccured one month prior to the presidential elections of Joe Biden in 2020 and it accounted to a decrease of 52 datasets from September to November 2020. However, between the two previous elections, the loss gap has got slowly smaller than 100 over the years, especially after the national scandal of Cambridge Analytica Data Leaks in March 2018.
Documents from Cambridge Analytica in London revealed that the firm improperly obtained and used over 87 million Facebook user profiles in a transaction with Donald Trump’s presidential compaign where the scraped private Facebook data was used to build voter profiles and assist the candidate in the US presidential elections of 2016. This national data privacy crisis proved that data exploitation is not limited to commerical purposes and that it can target the American Citizen without their consent.
Social security data contributes in making the workplace safer
152 public datasets were restricted during the “Me Too” Movement in the US
The same phenomena occured with a drop rate of 13.18% in the beginning of the US “Me too” Movement from October to September 2017. “Me too” is a global movement that condemns sexual harrasement and gives a voice to its victims.
Social Security Administration reacts to data privacy
SSA gives access to 1312 public datasets on Data Privacy Day in January 2019
Crisis & Social Impact.
Figure 3: Social Security public datasets released in 2020
You may hover over the chart for more details.
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Social Security data becomes more available during Covid-19 crisis
SSA’s monthly public datasets reach their maximum of 1469 since the pandemic
Until the 2020 presidential elections, the number of public datasets released by the SSA in 2020 has been continuously increasing from 1430 to a maximum value of 1469 in order to satisfy these research needs. Moreover, non-governmental organizations were in need of social security data in the year 2020 as they worked on advocating equal health care opportunities such as First Covid-19 Vaccinations starting from December 2020 to all US social security beneficiaries which will probably result in a new rise in the beginning of 2021.
Social Security data contributes to #BLM Movement
SSA publicly releases 1457 datasets during #BLM movement
Protests for the Black Lives Matter globel movement that was initiated in the USA shortly after the death of George Floyd in May 2020 have generated a large number of petitions and fundraising campaigns regarding #BlackLivesMatter across the internet and numerous sensibilization events about ending racism globally. The movement also approached the BLM cause on an international level which perhaps pushed the SSA to move some datasets from being restricted or non-public to being publicly available to everyone everywhere.
This was proven in the fiscal year 2020, given the exceptionally high number of public datasets released of 1457 in May 2020. The data was used to highlight the gap between white and black people’s wages, benefits and much more with the purpose of raising awareness about the details of racism present in an american’s everyday activities.
TikTok App challenges data protection values of the SSA
SSA releases 1463 public datasets during TikTok US data harvest allegations
Review.
The Social Security Administration has been playing an active role in 2020 when it comes to endorsing public data to support Research & Development departments in different fields in the United States of America. This includes global health which is the world’s priority during the Covid-19 crisis and many more fields. The data that is publicly released on a yearly basis also contributes in recovery from other types of crisis, raising awareness about data privacy threats from social media or content creation giants and about data transparency when it comes to policy making and elections in the US. As for the restrictions made on private datasets to the administration, some are working on protecting US citizens data from political exploitation. Nonetheless, some are preventing NGOs from tackling certain topics and keeping the data from speaking for the voiceless. The SSA needs to open calls for datasets where every external organization can make a data usage proposal for certain restricted or non-public datasets added by the administration. How else would social security data be as transparent as the SSA claims? How else would the world use the data for positive social change and ethical purposes?
Data.
- Source: data.gov
- Publisher: Social Security Administration
- Retrieved: June 26th, 2021.
- Last Update: July 2nd, 2021. It’s monthly updated by the SSA to reflect new datasets (public, restricted, non-public)
- Description: Social Security continues to release data in support of the Open Data Initiative.
- URL: https://catalog.data.gov/dataset/enterprise-data-inventory-progress-information
Author.
Sarra Hannachi is a Master of Science Student in Business Analytics at Tunis Business School, Tunisia and a Data Storytelling Intern at DataEthics4All. She’s passionate about statistics and data science and about organizations that apply their data practices ethically and for the greater good. Sarra is also the leader of a Data Science Club “DSC TBS” in her campus for business students looking to enhance their skills in Data Science & AI and to enrich their knowledge of these fields.
Contact: LinkedIn
Ai-Media Live Captioning
As seen on DataEthics4All, Ai-Media make their leading captioning and translation technologies available to everyone around the world – across purposes, across industries, across platforms, and across languages.
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User Reviews.
About the Company.
Solving NLP, one commit at a time.
Ai-Media was founded in 2003 on the belief that everyone deserves access to information. Providing that access remains their mission to this day – and they have also evolved their business.
Ai-Media now has applications for companies, workplaces, events, education, government, and broadcast.
They make their leading captioning and translation technologies available to everyone around the world – across purposes, across industries, across platforms, and across languages.
From Facebook and Amazon to global events and local classes, they offer a full range of solutions. Their captions and transcripts use their own cutting-edge technologies and are available in tiers of cost, accuracy, and in any language you like! All to help you reach your biggest audience.
Since September 2020, Ai-Media is a publicly listed company on the Australian Stock Exchange (ASX) with the code AIM (ASX: AIM).
Other Products.
Ai-Media is one singular product. The product offers each of the following for your convenience:
Streaming Captions: Their live streaming captions appear as text overlaid on the video stream during your broadcast or event. Their stream management services include sending your stream to any of the popular video streaming platforms such as Facebook Live, YouTube, Twitch, and Zoom.
Captions (CART): Live CART captioning is a speech-to-text service that delivers captions remotely to almost any screen – computers, projector screens, tablets, or smartphones. Meetings, events, and classes are made accessible through live captions.
Audio Description: Audio description is the narration of the key visual elements in a video to provide access to people who are blind or have low vision. Audio description ensures everyone has access to a wide range of content from TV, movies, marketing content, and more.
Note Taking: Note-taking provides an accurate summary of what is said, so that meeting, lecture, and conference content is easily absorbed by everyone. It promotes inclusion by unlocking content into carefully summarised and formatted notes.
Product Screenshots.
Do you have an AI Solution you’d like to feature and spotlight on a global stage?
Then fill out the Application to Join the DataEthics4All AI Society today!
[24]7.ai Engagement Cloud
As seen on DataEthics4All, [24]7.ai redefines how artificial intelligence, human insight, and deep vertical expertise can produce personalized, satisfying customer experiences.
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Product Overview.
The [24]7.ai Engagement Cloud TM is the most conversational AI Platform
Powered by AIVA conversational AI technology, informed by decades of contact center operations excellence, and combined with expert human insight, [24]7.ai Engagement Cloud TM anticipates a customers’ needs to streamline resolutions and strengthen relationships. Use its self-service tools to set up intent selections and build conversational bots, business logic, conversation flows, user interfaces, and more.
User Reviews.
About the Company.
[24]7.ai redefines how artificial intelligence, human insight, and deep vertical expertise can produce personalized, satisfying customer experiences. Their advanced conversational AI platform predicts consumer intent to create frictionless interactions that strengthen relationships and increase brand loyalty. Their significant contact center expertise enables us to deliver natural, consistent conversations across all digital and voice channels driving greater operational efficiencies.
[24]7.ai puts people at the center of everything they do—from their company values to their intent-based approach to resolution. Their highly skilled, tech savvy super agents make it easier for customers to get things done across voice and messaging channels, and their industry-leading conversational AI makes it possible to increase containment while also boosting CSAT. By blending AI and agents, they deliver measurably better outcomes and significant savings.
Other Products.
[24]7 Active Share: Modernize voice calls by empowering agents to deliver visually rich digital content directly to customers.
[24]7 Answers: Organize frequently asked questions, policies, and product information into an interactive customer experience.
[24]7 Assist: Empower agents to drive productive, context-aware, and personalized customer conversations.
[24]7 Conversations: Create, deploy, and manage exceptional AI-powered conversations across voice, messaging, and mobile channels.
[24]7 Journey Analytics: Identify the root cause of customer drop-offs and take immediate action to correct the problem.
[24]7 Target: Use AI to predict and deliver the right message to the right customer at the right time for different stages of the advertising
[24]7 Voices: Modernize the IVR experience for the digital age using a cloud-based IVR solution.
Product Screenshots.
Do you have an AI Solution you’d like to feature and spotlight on a global stage?
Then fill out the Application to Join the DataEthics4All AI Society today!
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Product Overview.
The OneTrust Ethics Platform helps Companies Streamline their Ethics & Compliance Programs with a Centralized Solution
OneTrust Ethics empowers organizations to operationalize and automate ethics & compliance programs to comply with regulations, manage risk, and build a more ethical culture.
Product Link: OneTrust.com/solutions/ethics
User Reviews.
About the Company.
OneTrust provides a Platform to operationalize Privacy, Security and Data Governance.
Website: OneTrust.com
Other Products.
Assessment Automation, Data Mapping, Data Redaction, Incident Management, Cookie Consent, Third Party Risk Management, Maturity and Benchmarking, Data Discovery and Classification, Whistleblower Hotline and more.
Audience.
Who is this product for?
Privacy, Security, IT and Legal Big and Small Teams
Product Screenshots.
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Demo.
Assessment Automation, Data Mapping, Data Redaction, Incident Management, Cookie Consent, Third Party Risk Management, Maturity and Benchmarking, Data Discovery and Classification, Whistleblower Hotline and more.
Pricing.
Assessment Automation, Data Mapping, Data Redaction, Incident Management, Cookie Consent, Third Party Risk Management, Maturity and Benchmarking, Data Discovery and Classification, Whistleblower Hotline and more.
Contact Sales.
Assessment Automation, Data Mapping, Data Redaction, Incident Management, Cookie Consent, Third Party Risk Management, Maturity and Benchmarking, Data Discovery and Classification, Whistleblower Hotline and more.
DataEthics4All partners with King-Chavez Community High
It is with great pleasure that we announce that DataEthics4All has partnered with King-Chavez Community High to bring Free STEM Tutoring to high school and university-age ready students through our Free STEM Tutoring Initiative.
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It is with great pleasure that we announce that DataEthics4All has partnered with King-Chavez Community High to bring Free STEM Tutoring to high school and university-age ready students through our Free STEM Tutoring Initiative.
“Through this partnership, KCCHS (King-Chavez Community High School) students will be able to access a wide range of resources” stated Desi Sullivan, Principal of the King-Chavez. “We look forward to working with DataEthics4All as we seek to bring representation in data, math, and sciences to the forefront of student awareness”

King Chavez Neighborhood of schools is comprised of 5 public charter schools, serving students K-12. It was founded in 2000 and works to provide a welcoming and culturally sensitive environment that promotes cross-curricular instruction and hands-on learning experiences to foster intellectual curiosity and development. The King-Chavez is located within the Historic Barrio District and Downtown neighborhoods of San Diego, California.
Founder, Shilpi Agarwal is elated by the opportunity to collaborate with the KCCHS.
“Data indicates that King-Chavez Community High has a very homogenous student body, with over 90% of students identifying not only as one ethnicity but they also come from very similar socio-economic backgrounds. We’re thrilled to have the opportunity to partner with King Chavez Neighborhood of schools to help our students not only with free homework help, that works for the student’s schedule, but also help guide them in career and life.”
Founded in 2020, DataEthics4All’s mission is to raise awareness on the Ethical use of Data, build the next generation of Inclusive AI and be a Catalyst in building a more Equitable, Inclusive, Culture Rich, Just, and Ethical Society.
Our Free STEM Tutoring Initiative was created to break down barriers of entry into Tech for students by providing real-life mentoring, career counseling, and Career-Technical Education. Today, we have a community of over 800 leaders in Data, AI, Technology, Ethics, Policy, and Social Impact who are dedicated to seeing our goals achieved.
Contact [email protected] to learn more.
DataEthics4All partners with Oxford University Internship Office
Big News: DataEthics4All partners with Oxford University Internship Office, Friday, March 19th, 2021 We are proud to announce that DataEthics4All has partnered with Oxford Univesity Internship Office to bring summer internship opportunities to students who are passionate about the ethical use
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We are proud to announce that DataEthics4All has partnered with Oxford Univesity Internship Office to bring summer internship opportunities to students who are passionate about the ethical use of data in technology and driven to change the status quo.
“The Internship Office is looking forward to working with DataEthics4All to provide internship opportunities to Oxford’s students,” said Rachel Ruscombe-King, Deputy Head of the Internship Office.

The Oxford Internship Office was established to provide research and professional work experience placements exclusively to Oxford students. It also provides associate funding and support. To help their students develop real-world opportunities, The Office partners with organizations locally and globally to provide invaluable experiences to students.
“DataEthics4All is beyond thrilled to be working with the Oxford Internship Office in bringing Internship opportunities to their 24,000 student body. This certainly helps in solidifying the mission of DataEthics4All as a truly global organization working towards breaking barriers of entry and building cognitive diversity in Tech!” said Shilpi Agarwal, Founder of DataEthics4All.
Founded in 2020, DataEthics4All’s mission is to raise awareness on the Ethical use of Data, build the next generation of Inclusive AI and be a Catalyst in building a more Equitable, Inclusive, Culture Rich, Just, and Ethical Society. “Our partnership with the Oxford Internship Office brings us one step closer in realizing that mission.”
Contact [email protected] to learn more.
Press Release: DataEthics4All celebrates Black History Month 2021 with a list of Top 100 DIET Champions
February marks the start of Black History Month, a federally recognized celebration of the contributions African Americans have made to this country and a time to reflect on the continued struggle for racial justice, according to USA Today. The theme of
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PRESS RELEASE- FOR IMMEDIATE RELEASE
CONTACT: Shilpi Agarwal
Founder and Chief Data Ethics Officer, DataEthics4All
CEO, Social Strategi LLC
Email: [email protected]
DataEthics4All celebrates Black History Month 2021 with a list of Top 100 DIET Champions
February 01, 2021, San Jose, CA:
February marks the start of Black History Month, a federally recognized celebration of the contributions African Americans have made to this country and a time to reflect on the continued struggle for racial justice, according to USA Today.
The theme of Black History Month 2021 is “The Black Family: Representation, Identity, and Diversity,” chosen by the Association for the Study of African American Life and History.
Since the mission of DataEthics4All is to raise awareness on the Ethical use of Data, build the next generation of Inclusive AI and be a Catalyst in building a more Equitable, Inclusive, Culture Rich, Just and Ethical Society, we’ve decided to Celebrate Representation, Identity and Diversity with our very own list of Top 100 DIET Champions.
A DIET Champion is someone who has demonstrated exemplary work in the fields of Data and Diversity, Inclusion, Ethics and Equity in Technology.
Every day for the month of February, 2021; we’ll be revealing 4 DIET Champions daily (until we reveal all 100 DIET Champions) who’ve made it to our Top 100 List.
Check back daily to see if someone you know is being recognized and celebrated as a DIET Champion!
The 100 DIET Champions Criteria:
Our Selection of the Top 100 DIET Champions was based on these 3 Pillars: DIET Leadership, DIET Influence and DIET Impact.
For further information about DataEthics4All’s List of Top 100 DIET Champions, visit Top 100 DIET Champions.
Press Release: Introducing a Brand New Platform for DataEthics4All’s FREE STEM Tutoring Initiative
DataEthics4All is super committed to Building a Responsible AI Ecosystem by Breaking Barriers of Entry in Tech and Building Racial Equity in Society. Today, we're announcing a brand new platform for our Pledge to help 5 Million underrepresented, underprivileged and economically
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PRESS RELEASE- FOR IMMEDIATE RELEASE
CONTACT: Shilpi Agarwal
Founder and Chief Data Ethics Officer, DataEthics4All
CEO, Social Strategi LLC
Email: [email protected]
Introducing a Brand New Platform for DataEthics4All’s FREE STEM Tutoring Initiative
January 26, 2021, San Jose, CA:
DataEthics4All is super committed to Building a Responsible AI Ecosystem by Breaking Barriers of Entry in Tech and Building Racial Equity in Society.
Today, we’re announcing a brand new platform for our Pledge to help 5 Million underrepresented, underprivileged and economically disadvantaged students with free STEM Tutoring in the next 5 years.
There are 3 Things that differentiate our Program:
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Dedicated Team of Volunteers: We’re humbled to have a dedicated team of Tutor Volunteers who’re eager to make a difference in the lives of our students, help them fall in love with STEM, hope they’ll continue their STEM journey, maybe even choose a career in STEM; build racial equity in society, break barriers of entry, bring cognitive diversity in Tech in the process and earn the Presidential Volunteer Service Award for their service to the country.
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Teacher Recommended, School Verified Students: We will only enroll Teacher recommended and School verified students into our Program. Since Teachers are the best guides for their students, we work with Partner Academic Institutions to identify students who are economically disadvantaged and need help with their STEM curriculum. If you’re an Educator at a Middle or a High School in the United States and would like to partner with us, please reach out to us for partnership inquiries.
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Youth and Adult Tutors: Our Program is truly one of a kind because we’re proud to offer Youth and Adult Tutors. Research suggests students perform much better academically when the answer is provided by their peers rather than their teachers. So, not only our Students learn better, and have a safe environment to share, they also have a Mentor and a friend for life. Our Youth Tutors too benefit from this unique experience: they learn how to really listen, how to empathize, how to be a good Mentor and a Leader.
The Platform is super easy to use and any Student can find a Tutor based on Subjects, Time Zone, and Personality Match.
Currently, we’re offering Tutoring for: Algebra 1, Algebra 2/ Trigonometry, AP Chemistry, AP Computer Science, AP Physics, Biology, Calculus AB, Chemistry, Chemistry Honors, College Prep Essay Review, Geometry, Integrated Math 1, Integrated Math 2, Integrated Math 3, Integrated Math 3 Stem, Math 7/8 Grade, Math 8 Grade, Math 7 Grade, Physics, Pre-Calculus, Science, Statistics.
Free STEM Tutoring is a fiscally sponsored project of Crowd Meal, a 501(c)(3) public charity and was launched by DataEthics4All, a Social Good Initiative by Social Strategi LLC with the Mission of Breaking Barriers of Entry in Tech and Building Racial Equity in Society.
The Mission of the DataEthics4All Initiative is: Be a Catalyst in Building The Responsible AI Ecosystem by Breaking Barriers of Entry & Bringing Cognitive Diversity in Tech!
For further information about DataEthics4All Free STEM Tutoring Program, visit FREE STEM Youth Tutoring Club.
Press Release: DataEthics4All pledges to provide FREE STEM Tutoring to 5 Million students across the nation
The AI Youth Council of DataEthics4All, a Social Good Initiative by Social Strategi LLC proudly introduces the FREE STEM Youth Tutoring Club to help students in Grades 7-12 from Impacted Communities to be successful at School. This Tutoring Club hopes to
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PRESS RELEASE- FOR IMMEDIATE RELEASE
CONTACT: Shilpi Agarwal
Founder and Chief Data Ethics Officer, DataEthics4All
CEO, Social Strategi LLC
Email: [email protected]
DataEthics4All pledges to provide FREE STEM Tutoring to 5 Million students across the nation in the next 5 years
November 17, 2020, San Jose, CA:
One of the United Nations Sustainable Goals #4 is to ensure inclusive and equitable quality education and promote lifelong learning opportunities for all.
According to their Research, progress towards inclusive and equitable quality education was too slow even before COVID-19: Over 200 Million children will still be out of school in 2030.
This inequality has compounded due to COVID-19 where 90% of all students across the globe are out of school due to school closures.
Remote learning remains out of reach for at least 500 million students
According to the US Department of Education (DOE), low-performing schools are those that rank in the bottom 10 percent in their state.
Students in low-performing school districts show significant academic achievement gaps. These schools tend to have large student populations with low-income backgrounds and a high number of minorities.
According to Nelson Mandala “Education is the most powerful weapon which you can use to change the world”
That’s why, DataEthics4All pledges to provide FREE STEM Tutoring to 5 Million students across the nation in the next 5 years.
This Tutoring Club hopes to provide FREE Tutoring to Students in important STEM Subjects like Mathematics, Science, Programming and even College Prep: Essay Review.
According to Shilpi Agarwal, Founder and Chief Data Ethics Officer of DataEthics4All:
Education is the Key to a Lifetime of Success. Supporting a student in primary and secondary education, helping them develop a love for STEM subjects ensures that they will not only complete high school but wil go on to finish College and some may even pursue STEM careers paving a path for a better life for themselves and their future generations.
Tutors can be Adults or Students who feel confident in their concepts and are eager to help other students succeed.
Volunteer Hours are eligible for the Presidential Volunteer Service Award (PVSA).
The Mission of the DataEthics4All Initiative is to raise awareness on the Ethical use of Data, build the next generation of Inclusive AI and be a Catalyst in building a more Equitable, Inclusive, Culture Rich, Just and Ethical Society.
For further information about DataEthics4All, visit https://dataethics4all.org/.
Press Release: Introducing the FREE STEM Youth Tutoring Club
The AI Youth Council of DataEthics4All, a Social Good Initiative by Social Strategi LLC proudly introduces the FREE STEM Youth Tutoring Club to help students in Grades 7-12 from Impacted Communities to be successful at School. This Tutoring Club hopes to
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PRESS RELEASE- FOR IMMEDIATE RELEASE
CONTACT: Shilpi Agarwal
Founder and Chief Data Ethics Officer, DataEthics4All
CEO, Social Strategi LLC
Email: [email protected]
Introducing: The DataEthics4All FREE STEM Youth Tutoring Club
Brought to you by The DataEthics4All AI Youth Council
October 15, 2020, San Jose, CA: The AI Youth Council of DataEthics4All, a Social Good Initiative by Social Strategi LLC proudly introduces the FREE STEM Youth Tutoring Club to help students in Grades 7-12 from Impacted Communities to be successful at School.
This Tutoring Club hopes to provide FREE Tutoring to Students in important STEM Subjects like Mathematics, Science, Programming and even College Prep: Essay Review.
According to Shilpi Agarwal, Founder and Chief Data Ethics Officer of DataEthics4All:
Education is the Key to a Lifetime of Success; we’ve all heard that before but good education not only impacts the individual but his/ her whole family, in fact even his/ her future generations.
I’m so proud of our DataEthics4All AI Youth Council to be such thoughtful young adults to start something like the FREE STEM Tutoring Club, where we hope we can support kids who’re falling behind due to distance learning, are impacted due to COVID financially or just need some extra support.
Tutors can be Adults or Students who feel confident in their concepts and are eager to help other students succeed.
Volunteer Hours are eligible for the Presidential Volunteer Service Award (PVSA).
The Mission of the DataEthics4All Initiative is to raise awareness on the Ethical use of Data, build the next generation of Inclusive AI and be a Catalyst in building a more Equitable, Inclusive, Culture Rich, Just and Ethical Society.
For further information about DataEthics4All, visit https://dataethics4all.org/.




