Slides of the talk titled - "India's Data Dilemma with India Stack" at the Strata Data Conference, London 2019.
Video Link - https://www.youtube.com/watch?v=wfonMXjfw8M
Platforms help create more open platforms. Indian entrepreneurs will address the scale and diversity of India by building smart solutions on top of these DIGITAL PLATFORMS!
India needs highly scalable solutions and ‘public goods’ should act as a key enabler for building such solutions. IndiaStack is one such emerging system, which entrepreneurs and startups should embrace.
Presence-less, paperless, cashless Service Delivery for a Billion people is a very big task. The large-scale systems needed to cost-effectively deliver such a solution would only be built with the combined participation of all parties, including government bodies and private companies or startups. The government systems will enable critical capabilities made available to entrepreneurs who could build diverse set of Apps useful in reaching the services to a wide mass of people through mobile phones.
IndiaStack is a set of APIs that allows governments, businesses, startups and developers to utilise an unique digital Infrastructure to solve India’s hard problems towards presence-less, paperless, and cashless service delivery.
India Stack pilot - commercialization of techno-creative innovationsProductNation/iSPIRT
iSPIRT believes that by sharing the pilot learnings through this publication, we will address aspects of entrepreneurship competencies and create the right entrepreneurial environment to produce innovations that are both technologically feasible and commercially viable.
Platforms help create more open platforms. Indian entrepreneurs will address the scale and diversity of India by building smart solutions on top of these DIGITAL PLATFORMS!
India needs highly scalable solutions and ‘public goods’ should act as a key enabler for building such solutions. IndiaStack is one such emerging system, which entrepreneurs and startups should embrace.
Presence-less, paperless, cashless Service Delivery for a Billion people is a very big task. The large-scale systems needed to cost-effectively deliver such a solution would only be built with the combined participation of all parties, including government bodies and private companies or startups. The government systems will enable critical capabilities made available to entrepreneurs who could build diverse set of Apps useful in reaching the services to a wide mass of people through mobile phones.
IndiaStack is a set of APIs that allows governments, businesses, startups and developers to utilise an unique digital Infrastructure to solve India’s hard problems towards presence-less, paperless, and cashless service delivery.
India Stack pilot - commercialization of techno-creative innovationsProductNation/iSPIRT
iSPIRT believes that by sharing the pilot learnings through this publication, we will address aspects of entrepreneurship competencies and create the right entrepreneurial environment to produce innovations that are both technologically feasible and commercially viable.
New digital lending architecture: As Indian consumers and business go from being data poor to data rich in next 3 years, a new lending architecture which is digital, based on data footprints and using algorithms can scale up rapidly to provide credit for the underserved. This includes P2P lending. The Electronic Consent layer of the India Stack will leverage this data tsunami.
India needs a strategic view on Data. This presentations outlines the triple threat represented by Data Domination : Privacy, Data Colonization and winner-take-all. It also explains why India has a unique opportunity to leapfrog the rest of the world and establish a Data Democracy
India Stack - Towards Presence-less, paperless and cashless service delivery....ProductNation/iSPIRT
IndiaStack has the potential to revolutionize the way government services of the future are delivered in a large country like India. The nation is looking for “a transition from technology-poor to innovation-rich society” and entrepreneurs have a good role to play. The problems (read opportunities) in financial services, healthcare and education are all so large that only the right technology and entrepreneurial brainpower can cost-effectively solve them. Solving these scale problems should mean great business sense too.
India recently kicked off the Data Empowerment architecture, a framework for consented data sharing across the financial sector. This allows Nandini (Persona) to share data on her business’ regular invoices or GST payments seamlessly and securely.
Any bank or NBFC can now offer a regular stream of small-ticket working capital loans based on her demonstrated ability to repay. This is in sharp contrast to the status quo, where banks typically offer only larger loans backed by collateral. Using cash flows rather than collateral as the basis for credit is known as Flow-Based lending. Because producing collateral is a roadblock for the poorest Indians, Flow-Based lending may be their only opportunity to access the credit they sorely need for growth.
iSPIRT Balloon Volunteering Open House Session #4 - Opportunities in Technolo...ProductNation/iSPIRT
In this fourth Open House Session, we have Dr Pramod Varma, Chief Architect - Aadhaar & India Stack, giving you an insight into what it takes to volunteer in iSPIRT. He describes our design principles for building digital public infrastructure and gives you a peek into the thought process of an architect in iSPIRT. Finally, he breaks down how we are redefining the approach towards solving societal problems. We are playground builders. We orchestrate or create a playground so that market players can bring out an array of solutions.
iSPIRT is addressing solvability. We have a multi-decade horizon as a mission-oriented volunteer-based Think-and-Do-Tank.
As part of this session, we have our volunteers explaining the technical challenges you can embrace as new volunteers. The problems that we are tackling require a thought process that is new and innovative. We use cutting-edge technology.
In addition to the new technical volunteering opportunities outlined in this session, other policy-related and ecosystem-building volunteer options also exist. Apply now on https://volunteers.ispirt.in
Do visit: https://youtu.be/KZngoIy-hZ0 to watch the recording of the fourth open house session on Youtube.
Studied technology involved in E-Wallets and how it helps in payment process,market place model, revenue generation of Paytm,its marketing strategy,demonitisation and its after effects.
Digital wallet service in india - NetscribesNetscribes
A digital wallet is a virtual web and mobile-based wallet where one can store cash for making mobile, online or offline payments
For the complete report, please write to info@netscribes.com
Mobile wallets have made it easy to carry out online shopping payments, online utility bill payments, mobile recharge online, DTH recharge online, online bus / movie ticket booking.
In India there are options like Paytm, Mobikwik, Vodafone M-pesa, Chillr, Free-charge, Airtel Money, Oxigen etc.
Mobile Money in Indonesia: Landscape and Developments, 2015Jeffrey BAHAR
History, development of mobile money in Indonesia with detail analysis on its functionalities, segments served, service providers. Presented in Mobile Wallet 2015 Workshop, August 2015
Cost and Features to Develop e-wallet Mobile AppTarun Nagar
Today the businesses are widely using the e wallet mobile app and replacing the need of carrying the cash. If you own a retail business, It is advised to contact mobile app development company, but always keep the trio of effort, risk and cost at perfect balance.
Know More: https://devtechnosys.com/ewallet-app-development.php
Digital lending is quickly growing among the 'thin file' borrowers i.e. the borrowers with no or negligible credit history. These borrowers can be both consumers or businesses.
But, in recent months the digital lenders are struggling with liquidity crises due to the pandemic. As RBI extended loan moratorium to borrowers, the Digital Lenders are in a catch-22 situation. While their borrowers expect them to extend the moratorium, financial institutions they borrow from (Banks and large NBFCs) are either refusing to or delaying to extend the moratorium to the digital lenders. digital lenders Association of India (DLAI) has already approached the RBI to get the moratorium benefits.
It is quite expected that many digital lenders (especially ones with weaker balance sheets) will not survive not only because of the liquidity crisis but also exposure to less creditworthy borrowers who are often small businesses and less creditworthy individuals. The economic repercussions of the lockdown may leave many of the borrowers unable to repay as small businesses shut down and people lose employment.
Although, the lockdowns have caused rapid digital adoption which is beneficial for the industry in the long-term. This indicates that the industry is expected to go through a lot of consolidation as cash strapped players look to be acquired to get some exit.
Let us understand this industry.
(SACON) Nandan Nilekani - Identity Payments and Data Empowerment Priyanka Aash
Identity Payments and Data Empowerment Addressing Different challenges, Solving the Challenges, Payment challenges, Data Sharing and Privacy Challenges.
Putting in perspective: Innovation in digital age.
New digital lending architecture: As Indian consumers and business go from being data poor to data rich in next 3 years, a new lending architecture which is digital, based on data footprints and using algorithms can scale up rapidly to provide credit for the underserved. This includes P2P lending. The Electronic Consent layer of the India Stack will leverage this data tsunami.
India needs a strategic view on Data. This presentations outlines the triple threat represented by Data Domination : Privacy, Data Colonization and winner-take-all. It also explains why India has a unique opportunity to leapfrog the rest of the world and establish a Data Democracy
India Stack - Towards Presence-less, paperless and cashless service delivery....ProductNation/iSPIRT
IndiaStack has the potential to revolutionize the way government services of the future are delivered in a large country like India. The nation is looking for “a transition from technology-poor to innovation-rich society” and entrepreneurs have a good role to play. The problems (read opportunities) in financial services, healthcare and education are all so large that only the right technology and entrepreneurial brainpower can cost-effectively solve them. Solving these scale problems should mean great business sense too.
India recently kicked off the Data Empowerment architecture, a framework for consented data sharing across the financial sector. This allows Nandini (Persona) to share data on her business’ regular invoices or GST payments seamlessly and securely.
Any bank or NBFC can now offer a regular stream of small-ticket working capital loans based on her demonstrated ability to repay. This is in sharp contrast to the status quo, where banks typically offer only larger loans backed by collateral. Using cash flows rather than collateral as the basis for credit is known as Flow-Based lending. Because producing collateral is a roadblock for the poorest Indians, Flow-Based lending may be their only opportunity to access the credit they sorely need for growth.
iSPIRT Balloon Volunteering Open House Session #4 - Opportunities in Technolo...ProductNation/iSPIRT
In this fourth Open House Session, we have Dr Pramod Varma, Chief Architect - Aadhaar & India Stack, giving you an insight into what it takes to volunteer in iSPIRT. He describes our design principles for building digital public infrastructure and gives you a peek into the thought process of an architect in iSPIRT. Finally, he breaks down how we are redefining the approach towards solving societal problems. We are playground builders. We orchestrate or create a playground so that market players can bring out an array of solutions.
iSPIRT is addressing solvability. We have a multi-decade horizon as a mission-oriented volunteer-based Think-and-Do-Tank.
As part of this session, we have our volunteers explaining the technical challenges you can embrace as new volunteers. The problems that we are tackling require a thought process that is new and innovative. We use cutting-edge technology.
In addition to the new technical volunteering opportunities outlined in this session, other policy-related and ecosystem-building volunteer options also exist. Apply now on https://volunteers.ispirt.in
Do visit: https://youtu.be/KZngoIy-hZ0 to watch the recording of the fourth open house session on Youtube.
Studied technology involved in E-Wallets and how it helps in payment process,market place model, revenue generation of Paytm,its marketing strategy,demonitisation and its after effects.
Digital wallet service in india - NetscribesNetscribes
A digital wallet is a virtual web and mobile-based wallet where one can store cash for making mobile, online or offline payments
For the complete report, please write to info@netscribes.com
Mobile wallets have made it easy to carry out online shopping payments, online utility bill payments, mobile recharge online, DTH recharge online, online bus / movie ticket booking.
In India there are options like Paytm, Mobikwik, Vodafone M-pesa, Chillr, Free-charge, Airtel Money, Oxigen etc.
Mobile Money in Indonesia: Landscape and Developments, 2015Jeffrey BAHAR
History, development of mobile money in Indonesia with detail analysis on its functionalities, segments served, service providers. Presented in Mobile Wallet 2015 Workshop, August 2015
Cost and Features to Develop e-wallet Mobile AppTarun Nagar
Today the businesses are widely using the e wallet mobile app and replacing the need of carrying the cash. If you own a retail business, It is advised to contact mobile app development company, but always keep the trio of effort, risk and cost at perfect balance.
Know More: https://devtechnosys.com/ewallet-app-development.php
Digital lending is quickly growing among the 'thin file' borrowers i.e. the borrowers with no or negligible credit history. These borrowers can be both consumers or businesses.
But, in recent months the digital lenders are struggling with liquidity crises due to the pandemic. As RBI extended loan moratorium to borrowers, the Digital Lenders are in a catch-22 situation. While their borrowers expect them to extend the moratorium, financial institutions they borrow from (Banks and large NBFCs) are either refusing to or delaying to extend the moratorium to the digital lenders. digital lenders Association of India (DLAI) has already approached the RBI to get the moratorium benefits.
It is quite expected that many digital lenders (especially ones with weaker balance sheets) will not survive not only because of the liquidity crisis but also exposure to less creditworthy borrowers who are often small businesses and less creditworthy individuals. The economic repercussions of the lockdown may leave many of the borrowers unable to repay as small businesses shut down and people lose employment.
Although, the lockdowns have caused rapid digital adoption which is beneficial for the industry in the long-term. This indicates that the industry is expected to go through a lot of consolidation as cash strapped players look to be acquired to get some exit.
Let us understand this industry.
(SACON) Nandan Nilekani - Identity Payments and Data Empowerment Priyanka Aash
Identity Payments and Data Empowerment Addressing Different challenges, Solving the Challenges, Payment challenges, Data Sharing and Privacy Challenges.
Putting in perspective: Innovation in digital age.
Demonetization effect on digital payments solutions in india by Balaji Prince Bala
The aim of the research is to identify the impact of demonetization in india on the digital payment platform.
This research helps to MBA students for their better understanding about the final year project format...i hope my research will help you.. thank you..
Over the past several years, India has embarked on a remarkable journey towards becoming a digitally enabled society. This digital transformation has not only reshaped the nation's socioeconomic landscape but also served as a global model for how technology can be harnessed to uplift and connect diverse and large populations.
At the heart of this transformation lies the concept of Digital Public Infrastructure (DPI), a strategic framework that has provided the rails to propel India onto the global stage as a digital powerhouse.
With the Indian internet economy projected to reach USD 1 trillion by 2030, DPIs are primed to continue playing a significant role in democratizing this growth and ensuring a digital future that is inclusive and expansive.
The presentation involves about Fintech industry, the technologies involved, various UPI's, regulators of Fintech Industry in India and Payment Sytstem in India
Cashless Transaction the Move towards Green Economyijtsrd
India is one of the fastest growing economy in the world with 6.1 percentage in 2019 and the 5th largest economy in terms of Nominal GDP. India is also a youngest country of the world with the average age of Indian is 27 years and due to this the industries are growing very high in India which lead’s more carbon emission and less greenery and taking this all in to the consideration India need to take some step to promote greenery and sustainable development even into economy. Keeping this in mind the Indian government is promoting Cashless Economy. The digital or cashless transactions has been started in India early 21st century with the launch on RTGS, NEFT, online banking. But it has been started being popular when E commerce and the Digital wallet is introduced among Elite Youth. On 8th of November 2016 the government of India has introduced Demonetisation on Old Indian currency of Rs.500 and 1000 Rupee Bank Note which boost cashless transaction in India. Initially there is lot of confusion about digital transaction benefits and drawbacks. The government is promoting digital transaction by promoting various digital platform like UPI, BHIM App. Dr. Kamlesh Kumar | Rohit Gupta | Prof. Sudhir Kr Sahu "Cashless Transaction the Move towards Green Economy" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-6 | Issue-1 , December 2021, URL: https://www.ijtsrd.com/papers/ijtsrd47809.pdf Paper URL: https://www.ijtsrd.com/management/business-economics/47809/cashless-transaction-the-move-towards-green-economy/dr-kamlesh-kumar
According to a report released by strategy consulting firm Redseer Strategy Consultants in collaboration with Plural by Pine labs, 85% of the businesses in India will be digitally enabled by FY26. From bustling cities to remote villages, digital payments are on the fast track to change the way users transact. Penetration of smartphones and the internet, and favorable government policies have been key drivers in the adoption of digital payments in the country. With more than 70 crore internet users, India has the second-highest number of internet users in the world, trailing only behind China. With a population of 140 Cr, India is poised to become a global leader in digital payments in the coming years.
EFFECTIVENESS OF DIGITAL PAYMENTS IN RURAL BANGALOREAyesha Ali
The research paper aims to delve into the awareness, preferences, and challenges surrounding digital transactions among rural communities in Bangalore, while also examining the hurdles faced by rural residents in embracing digital payments.
India’s Digital Proxy War of the Worlds!
1.) India has emerged as the e-commerce battleground for the slugfest between US and China.
2.) It has brought a great bounty of riches for the Indian consumer and the payments ecosystem.
But will the good times last? Find out as Sriram Natarajan speaks on the prevalent issue.
Unlocking The Potential Of Open Network Digital Commerce: A Comprehensive GuideBrain Inventory
Open Network for Digital Commerce (ONDC) is an Indian government initiative that is designed to make the e-commerce sector more inclusive.
Small retailers in India have faced challenges in dealing with dominant e-commerce giants who charge huge fees for products.
For More Information :
https://www.braininventory.in/blog
India Payment Market, Size, Share, Growth, Key PlayersRenub Research
India Payment Market size is envisioned to attain US$ 8,137.3 Billion by 2028. The virtual fee panorama in India has passed through an enormous transformation, indicating the profound effect it will have on the populace. This shift signifies that a majority of Indians in 2022 belong to a technology that is tremendously talented or exposed to era. Tech-savvy generation has a greater reliance on superior, automated, quicker, and extra efficient technology and offerings. Consequently, there may be a rapid growth inside the demand for India payment marketplace within the coming years.
Similar to India's Data Dilemma with India Stack (20)
6 Methods to Improve Your Manufacturing Process with Computer VisionGramener
Computer vision is a technology that enables computers to interpret and comprehend visual information from their surroundings, and it has the potential to transform the manufacturing industry. Manufacturers can improve their processes in a variety of ways by using computer vision, from ensuring quality control and optimizing production to inspecting and measuring products and monitoring machinery.
In this presentation you will find out 6 methods how you can improve your manufacturing process with computer vision.
Download our E-book
bit.ly/ebookcomputervision
Detecting Manufacturing Defects with Computer VisionGramener
Computer vision is the field of artificial intelligence that deals with the ability of computers to interpret and understand visual data from the world around them. In the manufacturing industry, computer vision can be used to detect defects in products as they are being produced. This can help to improve the quality of the final product and reduce the cost of rework or recalls.
In this presentation you will find out the use of computer vision for defect detection in manufacturing which aids in improving the efficiency and effectiveness of the production process, leading to higher quality products and lower costs.
Book a discovery call
https://reachus.gramener.com/damage-detection/
How to Identify the Right Key Opinion Leaders (KOLs) in Pharma & HealthcareGramener
Find out the importance of KOLs (Key Opinion leaders) in the Pharma industry and everything you need to know about them.
In the presentation, we will show you who is a KOL in the Pharmaceutical Industry, what role they play and how to identify the right KOLs.
Book a free demo
https://gramener.com/demorequest/
Automated Barcode Generation System in ManufacturingGramener
Find out how automating barcode generation can improve the efficiency of your company's operations.
In the presentation, we will show you how barcodes play a significant role in enabling accurate inventory control and real-time stock information and how businesses can reduce 67% of their time in handling label standards.
Get a Free BarGen Demo.
https://gramener.com/demorequest/
#barcode #lowcode
The Role of Technology to Save BiodiversityGramener
Find out what are the major challenges biodiversity is facing such as deforestation, species endangerment, and poaching.
In the presentation, we will show you how some of the major technology and nature conservation organizations are building innovative solutions to protect our biodiversity.
Download this E-book to know how geospatial AI is impacting biodiversity conservation and sustainable development.
https://info.gramener.com/geospatial-analytics-ai-solutions-esg-sector-ebook
Enable Storytelling with Power BI & Comicgen PluginGramener
Gramener’s Lead Data Consultant Mrinal Ghosh and Principal Information Designer Richie Lionell conducted an exciting webinar on Power BI Comicgen.
In this webinar, they talk about the Comicgen Power BI plugin and how to use it to generate compelling comic data stories.
Who should watch: If you're a Power BI Developer, Consultant, or anyone who often develops data graphics on the Power BI dashboard.
Full webinar link: https://info.gramener.com/storytelling-with-power-bi-and-comicgen-plugin
Would you like to learn more about our Power BI capabilities? Check out: https://gramener.com/power-bi-consulting/
The Most Effective Method For Selecting Data Science ProjectsGramener
Ganes Kesari, Gramener's Head of Analytics & Co-Founder gives his insights on how to craft a data science roadmap that maximizes ROI.
The biggest reason why 80% of analytics projects fail is that they don’t solve the right problem. Asking analytics or data-related question is the worst way to initiate a data analytics project.
This webinar will walk you through how to get started in the most efficient way possible. You'll discover a straightforward step-by-step strategy to unlocking corporate value through industry examples.
Things you will learn from this webinar:
-The most common reasons for the failure of data science initiatives
-Identifying projects and prioritizing them
-Building a data science strategy in three easy steps
-Real-life examples are used to explain the approach
Watch this full webinar on: https://info.gramener.com/data-science-roadmap
To know more from our industry experts book a free demo at: https://gramener.com/demorequest/
Low Code Platform To Build Data & AI ProductsGramener
Gramener's CEO, Anand S conducted this webinar where he explained how to build Data and AI products using a low-code platform in less than two weeks.
Few takeaways:
-How low-code approaches can be tailored to your data/digital needs?
-Decisions on Building vs. Buying
-Production-ready use cases to stimulate your thinking
Who should watch?
You will find this webinar to be valuable if you're a CPO, VP IT, handling product development, or building analytical solutions for your company.
Watch this full webinar on: https://info.gramener.com/low-code-platform-to-build-process-optimization-solutions?
Want to know more about our low-code platform, Gramex?
Visit: https://gramener.com/gramex/
5 Key Foundations To Build An Effective CX ProgramGramener
Gramener's VP of Analytics Amit Garg hosted this webinar and talked about what are the principles of a good customer experience program, and why is it important.
This webinar will be beneficial to leaders in the CMO, CCO, Customer Service, and any other customer-facing departments within a firm.
Pain points discussed:
-You'll be able to assess the level of CX maturity in your company.
-You'll learn the high-level steps to creating a successful CX program.
-You'll figure out what tools you'll need to improve your talents.
To watch the full webinar visit: https://info.gramener.com/5-key-foundations-effective-cx-program
Learn more about CX Analytics: https://gramener.com/customer-experience-analytics/
Using Power BI To Improve Media Buying & Ad PerformanceGramener
Gramener's Senior Lead Data Consultant, Sidharth Parameswaran, and Navya Sri Channamsetty, Gramener's Associate Lead Data Science Engineer conducted this joint webinar session.
Pain points discussed:
-Actual vs. planned results of a campaign
-Competitor Evaluation & Comparison
-Modeling of Media Mix
-Metrics assessed across the Agency, Client, and Brand levels
- Genre/Channel Performance Evaluation
Things you will learn:
1. Power BI may be used in a variety of ways to investigate findings.
2. Various dashboards would be used to analyze ad/program performance.
3. How can you help your clients obtain higher ROI and acquire a competitive advantage?
Do join us if you are a:
Power BI Developer, Media buyer, Campaign Manager, Brand Manager, Consultant, etc.
To watch this webinar visit: https://info.gramener.com/power-bi-media-buying-ad-performance
Learn more about Gramener: https://gramener.com/
This webinar was hosted by Gramener's CEO/Co-Founder, Anand S, and Ganes Kesari, Head of Analytics/Co-Founder on how data can help firms recover quickly throughout the recession and recovery period.
Who should watch this webinar :
Analytics Leaders, Business Leaders, CDOs, CTOs, etc.
Few takeaways :
-Which aspects of your company could benefit the most from a data-driven response?
-A strategy for identifying use cases that will provide the most value for the money.
How to use data in creative ways to uncover new market opportunities and customers.
Objectives :
-Data's utility in COVID situation
-How data science may assist you in navigating the recession
-Gramener's industry case studies to assist businesses in responding to COVID-19
Full Webinar: https://info.gramener.com/recession-proofing-your-business-with-data
To know more from industry leaders visit our official website: https://gramener.com/
Engage Your Audience With PowerPoint Decks: WebinarGramener
Gramener's CEO and Co-Founder Anand S hosted a webinar on how interactive PowerPoint decks can engage your audiences.
Pain points discussed in this webinar :
-How to utilize interactive slides to answer business questions like "Where is the problem?" and "What created this problem?"
-What forms of interactivity does PowerPoint offer, and when should you utilize each?
-What tools and plug-ins can aid in the creation of interactive presentations?
Watch the full webinar on: https://info.gramener.com/interactive-powerpoint-for-operations
Book a free demo to know more about Gramener's solutions: https://gramener.com/demorequest/
Structure Your Data Science Teams For Best OutcomesGramener
Gramener's Head of Analytics, Ganes Kesari conducted this webinar and discussed the following points :
-Why do data analytics and visualization initiatives require teams to work in silos?
-What are the best organizational structures for data science?
-As your data journey progresses, how should the organizational structure evolve?
-Best methods for encouraging team collaboration in data projects
This is a unique webinar designed for Executives, Chief Analytics Officers, Heads of Analytics, Directors, Technology Leaders, and Managers that work with data science teams on a daily basis.
To check out the full webinar visit: https://info.gramener.com/data-science-teams-structure-for-best-outcomes
To contact us & book a free demo visit: https://gramener.com/demorequest/
Gramener's Lead Data Scientist Soumya Ranjan and Senior Data Science Engineer Sumedh Ghatage conducted a webinar on Geospatial AI.
In this webinar, they discussed the technical know-how to get started, as well as some strategies for navigating this fascinating realm of Geospatial Analytics.
Pain points covered :
-How to begin with Geospatial Analytics in Python
-How can large-scale geospatial datasets be cleaned and analyzed?
-What is the best way to design geospatial workflows?
-How to use Geospatial Datasets for Deep Learning?
No matter whatever industry you're in, Geospatial Analytics will provide you with a wealth of unique solutions.
To watch the full webinar visit: https://info.gramener.com/geospatial-ai-technical-sneak-peek
To know more about Gramener's Geospatial AI solutions book a free demo on: https://gramener.com/demorequest/
5 Steps To Become A Data-Driven Organization : WebinarGramener
Gramener's Chief Data Scientist and Co-founder Ganes Kesari conducted an interesting webinar that will give you an idea of how to analyze your data maturity and plan the five steps to transforming your business using data.
Who should watch this webinar?
Executives, Chief Data/Analytics Officers, Technology leaders, Business heads, Directors, and Managers.
Important points discussed on the webinar:
-The majority of businesses reach a halt in the middle of their data journey.
-According to Gartner, approximately 87% of companies in the business have a poor degree of data maturity (levels 1 and 2 on a scale of 5).
-Adding more data science projects to your portfolio will not boost your talents or results. The truth is that CDOs' primary issues are divided into five categories.
Learnings from this webinar:
-Data Science Maturity. What is it and why is it important?
-How can you determine the maturity of data science and its limitations?
-How does data science maturity (described with an example) assist your business in progressing?
Watch the full webinar on:
https://info.gramener.com/5-steps-to-transform-into-data-driven-organization
To know more about Data Maturity visit:
https://gramener.com/data-maturity/#
5 Steps To Measure ROI On Your Data Science Initiatives - WebinarGramener
Gramener's Chief Decision Scientist & Co-Founder Ganes Kesari conducted an exciting webinar on how to measure ROI on your data science initiatives.
In this webinar people from the C-suite level CEO, COO, Directors, Managers across various industries joined.
Ganes Kesari covered the following points with industry examples:
-Identifying business use cases with a high impact
-Choosing effective success indicators
-Ascertaining that the consequences may be traced back to your data project
The attendees had a good time. Learnings from the webinar:
-Why do businesses struggle to get a return on their data investments?
-A straightforward framework for calculating the return on investment from your data projects
-Benchmarking of typical payback from data initiatives in the industry
To check out the complete recording of the webinar please visit:
https://info.gramener.com/5-steps-to-measure-roi-on-your-data-science-initiatives
To know more about data advisory check out:
https://gramener.com/advisory-consulting/
Saving Lives with Geospatial AI - Pycon Indonesia 2020Gramener
There’s a powerful way to fight dengue. Infect a mosquito with Wolbachia, release it in highly populated regions, and wait for it to infect all mosquitoes in the region.
But this process is expensive, and we need to release it in the most densely populated regions in a city.
And no one really knows what population density is at a 100m x 100m level.
Can we use satellite imagery and use this to identify building density?
Driving Transformation in Industries with Artificial Intelligence (AI)Gramener
Gramener's Director of Delivery, Priyaranjan Mohanty, delivered a virtual session at IIM Nagpur and talked about how organizations are moving towards digital transformation by leveraging advanced technologies such as Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning.
Starting from what the industry leaders think about digital transformation to how it can shape the global economy, this presentation explores the scope of AI in the digital world.
The Art of Storytelling Using Data ScienceGramener
Gramener's VP - Sales, APAC Region, Vijayam Sirikonda interacted with the students of IIM Raipur and talked about the importance of data storytelling for business users.
Storyfying your Data: How to go from Data to Insights to StoriesGramener
Gramener's Director - Client success, Shravan Kumar A, delivered an online session to the students of Praxis Business School.
In his session he talked about how converting data into stories can benefit businesses and enable quick decision making. Furthermore, he shared approaches to create data stories along with some use cases and case studies we solved at Gramener to benefit our clients.
Check out our initiative to teach data storytelling to data scientists and analysts so that they can think out of the box and create wonderful data stories for their stakeholders: https://gramener.com/data-storytelling-workshop
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
2. 2
INDIA’S DATA DILEMMA WITH INDIA STACK
SUNDEEP REDDY MALLU TWITTER - @SUNDEEPRM
STRATA DATA CONFERENCE. 1ST MAY 2019
3. 3
AARUSH – THE COBBLER
Services footwear, zips and belts
Kunal Icon Road, Pimple Saudagar, Pune
Works 7 to 9 hour days
On average earns INR 750 to 850 per day
Gets 80% of his revenue via Payment
Apps #PayTM #PhonePe #UPI
Uses a mid-range mobile phone
Has a no balance bank account
Has done e-KYC to set up digital
payments
5. 5
AVERAGE PRICE OF PER GB OF DATA
United Kingdom
USA
China
India
$6.66
$12.37
$9.89
$0.26
Country USD
Source: cable.co.uk - World wide mobile data pricing report. November 2018
6. 6
Aadhaar
Enrolments
Unique Bank Accounts
Internet Users
1.22 Bn
582M
462M
Digital payment
transactions
monthly
$8B
By 2018, due to JAM, India embraced digital
Mobile
Connections
1.21 Bn
6
Registered Businesses
10M
9. 9
There are now 1200+ Mn
mobile connections,
connecting over 700+ Mn
Unique Subscribers
Many of them are
accessing 4G internet
speeds with quotas of 1
GB/day, at a ARPU of less
than 90 Rupees.
INDIA WENT FROM 37% TO 93% TELEDENSITY IN 8 YEARS ...
Source: COAI, TRAI
10. 10
Aadhaar has enrolled
99% of the adult
population across
India - enrolling
2M/day at its peak
AADHAAR IS THE WORLD’S LARGEST BIOMETRIC IDENTIFICATION SYSTEM
Source: UIDAI website
11. 11
Starting with 30 Mn
accounts in Sep-2014,
India crossed 300 Mn
Jandhan accounts in Sep-
2017
10X NUMBER OF JANDHAN BANK ACCOUNTS IN 3 YEARS
Source: UIDAI website, PMJDY Website, as of Feb-
2018
Aadhaar-Seeded Bank Accounts
850 Mn
Unique Bank Account Holders
582 Mn
12. 12
India achieved this by building Foundational
Digital platforms.
Paperless, cashless, presenceless, and with electronic
consent
13. 13
India’s
Digital DNA
Powered at
scale by
India Stack
13
A unique digital biometric
identity with open access of
nearly a Billion users
IDENTITY LAYER
Rapidly growing base of
paperless systems with billions
of artifacts
PAPERLESS LAYER
Game changing electronic
payment systems and
transition to cashless
PAYMENTS LAYER
All B2B business of India
entities to flow through this
fabric every month
TAX LAYER
Provides a modern privacy
data sharing framework
CONSENT LAYER
14. 14
14
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
India’s
Digital DNA
Powered at
scale by
India Stack
17. 17
AADHAAR
Fastest (5.5 yrs) to
1b
Only Govt system
Only non-US system
8.7Yrs
1990 1995 2000 2005 2010 20151985
25Yrs
12Yrs
5.5Yrs
Windows
Office
Google
Search GMail
YouTube &
Maps
Android,
Chrome
Facebook
WhatsApp
App Store
Aadhaar
WeChat
25 Yrs
IT IS ONE OF ONLY 7 GLOBAL
PLATFORMS TO REACH A BILLION
USERS!
12 Yrs
8 Yrs
6 Yrs
8.7 Yrs
6.8 Yrs
5.5 Yrs
??
??
‘11 ‘13 ‘16
Source: http://www.cbinsights.com , portal.uidai.gov.in, wikipedia
18. 18
18
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
Rapidly growing base of paperless
systems with billions of artifacts
AUTH LAYER
India’s
Digital DNA
Powered at
scale by
India Stack
19. 19
ELIMINATES
PHYSICAL PRESENCE
Are you who you claim to be?
ONLY a yes/no answer
Anytime anywhere
ELIMINATES PAPER BASED
KNOW YOUR CUSTOMER
ONLY done with authentication
No more fake documents
Anytime anywhere
AADHAAR - IDENTITY APIS ENABLE PRESENCE-LESS AND
PAPERLESS VERIFICATION
Authentication Electronic KYC
Source: http://uidai.gov.in
20. 20
Aadhaar
Authentication is
being used to:
Open bank
accounts,
Get SIM cards,
Mark attendance of
public sector
employees,
....And many more
uses
10 Bn Aadhaar Authentications in 2017 - 8 Bn till Aug 2018!
Source: UIDAI website
22. 22
22
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
Rapidly growing base of paperless
systems with billions of artifacts
AUTH LAYER
Game changing electronic payment
systems and
transition to cashless
PAYMENTS LAYER
India’s
Digital DNA
Powered at
scale by
India Stack
23. 23
23
Pre-2016, most
Indians still
transacted in cash
because of:
➔ Fragmented digital
payment modes
➔ Complexity
➔ High cost of
transactions
<15%
Transactions are
Digital Payments
<10%
Bills are paid online
Source: Google-
BCG report
<2 POS
/1000 Debit Cards
24. 24
Single Payment
Address
Minimal Issuer/Acquirer
Cost
Universally interoperable
UNIFIED PAYMENTS INTERFACE STANDARDIZED LANGUAGE OF MONEY
TRANSFER
@Anyone with a bank or mobile money account
can send money to any other account in
India!
No need to disclose account information.
Allows account portability, enhances privacy.
Smartphone replaces card and
Payment Address replaces PoS
machine!
We created a foundational, Interoperable, multi-provider instant money
exchange framework
Source: http://npci.org.in
Mobile First Payments
To leverage the increasing
proliferation of mobile phones
25. 25
More transactions per
month on UPI in 18
months than on Credit
and Debit Cards after
nearly 40 years!
UPI is the fastest growing digital payments platform globally
Source: RBI website
512 Mn Txns &
12B $ in Nov
2018
26. 26
26
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
Rapidly growing base of paperless
systems with billions of artifacts
AUTH LAYER
Game changing electronic payment
systems and
transition to cashless
PAYMENTS LAYER
Online electronic signature service & a
digital locker for documents
PAPERLESS LAYER
India’s
Digital DNA
Powered at
scale by
India Stack
27. 27
Digital Locker - eliminating paper!
Machine-readable
documents
Digitally protected
2.3 Bn documents
issued
Source: https://digilocker.gov.in
Multi-
provider
Digital
Locker
Ecosyste
m
Issuer Requestor
Users
Issues
Documents
Digitally
Accesses
Documents
Online
Approves
Access
No Physical
Papers
No Fake
Documents
28. 28
Digital Locker - eliminating paper!
Machine-readable
documents
Digitally protected
2.3 Bn documents
issued
Source: https://digilocker.gov.in
Multi-
provider
Digital
Locker
Ecosyste
m
Issuer Requestor
Users
Issues
Documents
Digitally
Accesses
Documents
Online
Approves
Access
No Physical
Papers
No Fake
Documents
29. 29
29
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
Rapidly growing base of paperless
systems with billions of artifacts
AUTH LAYER
Game changing electronic payment
systems and
transition to cashless
PAYMENTS LAYER
Online electronic signature service & a
digital locker for documents
PAPERLESS LAYER
Provides a modern privacy-enhancing
data sharing framework based on
electronic consent
CONSENT LAYER
India’s
Digital DNA
Powered at
scale by
India Stack
30. 30
DP #1
DP #2
DP #3
DP #N
Consent
Collector
Data Providers
E2E Encrypted Data Flow
based on User Consent
Data Access
Notifications
A new consent based Data Empowerment approach!
Consent to
share data
Registry
DC #1
DC #2
DC #3
DC #N
Data Consumers
Request for DataRequest for Data
Electronic Consent
Artefact
Authorization via 2-fa
31. 31
The Account Aggregator
will facilitate consented sharing of financial information in real-time
Bank
Mutual Fund
House
Insurance
Provider
Tax / GST
Platform
Flow-Based Credit
Personal Finance
Management
Wealth
Management
Robo Advisors
Financial Information Providers Financial Information Users
Financial
Data
Access
Fiduciary
(NBFC Account
Aggregator)
Nandan Nilekani, 2018 31
Request for Data
Consent to Share
Encrypted Data Flow
E2E Encrypted Data Flow
based on User Consent
Data Access
Notifications
Consent to
share data
Request for Data
Electronic
Consent
Artefact
32. 32
This is not a
pipe dream!
India has enabled very
high volume, high trust,
low cost, bit-sized, real-
time digital transactions,
anytime, anywhere on
any device for 1.3 Billion
indians
1.23 Bn
Digital Identity
Holders
900 Mn (monthly)
500 Mn (unique users)
674 Mn (monthly)
3.5 Bn
Digital Docs
33 Mn
e-Signatures
A unique digital biometric identity with
open access of nearly a Billion users
IDENTITY LAYER
Rapidly growing base of paperless
systems with billions of artifacts
AUTH LAYER
Game changing electronic payment
systems and
transition to cashless
PAYMENTS LAYER
Online electronic signature service
available in the hands of every Indian
SIGNATURE LAYER
Provides a modern privacy-enhancing
data sharing framework based on
electronic consent
CONSENT LAYER
33. 33
REALIZED / STATED BENEFITS OF INDIA STACK
1. Linking of Direct Benefit Transfer (DBT) to
Aadhaar – plugs leakage
1. NREGA in AP leakage reduced by 10%
2. LPG subsidy transferred via DBT reduced
purchase by 11%
2. Access to micro-credit
1. Small time vendors opting for Digital
transaction being offered credit without
submitting applications
3. Lower transaction cost
1. Manual KYC to e-KYC – 1 day to 4 minutes
2. Bank Customer onboarding 6 days to 1 hour
35. 35
THE DO NO HARM TEST
People shouldn’t be afraid of their government. Governments should be afraid
of their people – Alan Moore, V for Vendetta
36. 36
IDENTITY LAYER - AADHAAR
1. Denial of Civil Rights
2. Citizens cannot access pension,
ration, wages and Vote
3. The de-duplication algorithm does
not work as expected
4. No synchronization of government
databases.
5. Folks being registered without IRIS
and finger prints
6. No clarity between Central or state
government, Supreme Court, RBI
37. 37
AUTH LAYER
1. High failure rate in authentication
2. No information of why an authentication failed
3. Key government services were being denied due to auth failure. In
some cases more than months.
4. Lack of transparency in approach being used for authentication and
information storage
5. Need or capture of finger prints at periodic intervals
6. Falsification of fingerprint for Attendance Verification System. Dummy
finger prints available for as low as INR 15 / finger
38. 38
PROJECT SAVINGS – NO SUBSTANTIATION
1. World Bank figure of $11 billion per year, no substantiation. An
extrapolation based on two small studies
2. No government audit report confirming savings attributed to
Aadhaar alone
39. 39
CONSENT LAYER
1. Companies taking consent for one function but using the information
for other purposes
2. No option for citizens to opt of given consent easily
3. Companies know MORE about citizens that citizens themselves. This
creates incentive for companies to take decisions that are not
transparent
4. Aadhaar based identify fraud instances are being reported. There is
no Data Protection Framework/law. A draft was published in 2018. If
you digital Identity is compromised there is not legal safeguards.
40. 40
I‘ll be more than happy to hear your
?s
THAT IS ALL FOR TODAY – THE DILEMMA CONTINUES
42. 42
CREDITS, SOURCES & THANK YOU
1. UIDAI Website
2. PMJDY website
3. RBI website
4. NPCI website
5. Ispirit Foundation website
6. TRAI website
7. MEITY website – Personal Data Protection Bill 2018
8. Tanuj Bhojwani
9. Siddharth Shetty
10. Pramod K Varma (@pramodkvarma)
11. Srinivas Kodali (@digitaldutta)
12. V. Anand (@iam_anandv)
13. Malavika Raghavan (@teninthemorning)
14. Elliot Alderson (@fs0c131y)
15. Venkatesh Hariharan (@VenkyHariharan)
16. Newspapers – The Hindu, Economic times, Dailyo.in, scroll.in
17. Youtube.com
18. Slideshare.com
19. Aarush Thakur
20. Anil Shankar Dani
21. Many others who shaped my understanding during research on this topic but can’t
recollect to list them down. Thank you to you all as well.