Chandra Ambadipudi, Chief Executive Officer, Clairvoyant discusses the potential for AI and Machine Learning in financial service.
What is the difference between AI and Machine Learning?
AI is the concept of machines performing tasks that are characteristic of human intelligence — it is the all-encompassing phase that is highlighted in multiple Sci-Fi movies like Terminator, Matrix, etc. The concept of AI is to address things like recognizing objects and sounds, learning, planning and problem solving.
Today most of the AI used in a business context is specific to one area, it displays characteristics of the human intelligence in one specific area like sound, image recognition or problem solving. The evolution of AI to replicate multiple aspects of human intelligence is the next stage in its evolution and that is the focus of new emerging AI initiatives across industries.
Machine learning in its most basic form is a way to achieve AI. Machine learning is a way of training an algorithm so that it can learn how to learn. The training here involves feeding large amounts of data into an algorithm and allowing the algorithm to adjust itself and improve. To further expand on this, AI can be achieved without machine learning by writing significant amounts of code or programs, but today machine learning algorithms make the process of creating AI-based applications much easier than through manual processes.
What are some of the common misconceptions about AI and Machine Learning?
People often think that Artificial Intelligence (through machine learning) will replace their job functions completely and perform at a higher level than humans, or that AI has human-level emotions and intelligence. Naturally, these stem from a misunderstanding as to what AI can truly do. While it is capable of processing large amounts of data very quickly, it’s certainly not at human-level in terms of judgement and perception. There’s also a misconception (often fueled by sci-fi movies) that AI applications will suddenly become sentient. AI could certainly become destructive, but not at the level often portrayed in Hollywood. A final misconception is that AI is a silver bullet. AI can solve for a lot of things, but there’s not one magic algorithm that can solve everything. Most AI applications need to be built and implemented for a specific purpose based on the industry and company.
What are the current applications of AI and Machine Learning in banking, finance and insurance?
More and more institutions are utilizing automated processes, and AI is currently driving some of the biggest industry changes in banking, finance and insurance. By making frequently performed duties automated, AI makes it possible to focus on higher level objectives. You see this in tasks such as document management, where it reads through documents, including forms, contracts, etc. The BFSI (banking, financial services & insurance) industry today is also regularly employing chatbots with AI-driven responses rather than having live customer service representatives respond to consumers, saving a great deal of both time and money within customer management.
AI is also currently being used to decrease friction by improving workflows and decisioning processes. It is capable of creating models for previously manual procedures — there are two specific use cases of this in BFSI. The first is creating risk management models for lending and credit risk management; the second is in fraud prevention, where AI systems identify, track and flag potential threats.
How does it help with data and risk management?
AI can help with every step of the data and risk management process; this happens through creating AI-powered models for the specific purpose of risk management. In risk management, early detection is key, and AI is capable of recognizing risk patterns remarkably early. It utilizes multiple data sources to take a more comprehensive view of the risk assessment. Once the risk is identified, there are significantly faster response times, and a reduced impact of failure.
AI also supports the very foundations of data and risk management in increasing accuracy and speed of reporting, data and overall business. This boils down to is a more precise, efficient process of detecting and mitigating against risk in banking, finance and insurance.
What are the key benefits to BFSI and their customers?
AI and machine learning can provide a number of tangible benefits to BFSI. The four key benefits to BFSI and their customers are: better customer experience, significantly better risk management and tracking across services, reduced costs through better efficiency, and reduced time to market.
What are the potential future applications of AI and Machine Learning in the finance world?
As AI and machine learning technology continues to develop, the opportunities for applications in the finance world are significant: from customer service to data security. In the future, AI will provide much better customer experiences across services offered by finance companies.
Gartner predicts that by 2020, 85% of customer relationships with an enterprise will occur without interacting with another human. AI driven management of individual BFSI portfolios is one way in which AI can be leveraged to enhance the customer experience. Another is through managing AI services by voice on the customer’s mobile device — the BFSI “Siri”.
AI and machine learning will also have implications for the back-end of the finance world, beyond customer experience. AI is already being applied widely to protect against security threats and data breaches and can be implemented to significantly lower the risk against these threats. It will also lead to better predictability, for example decisions around credit and consumer lending, thereby lowering risk to the bank or financial institution.
About Chandra Ambadipudi
Chandra in his current role as the CEO of Clairvoyant, co-founded the company in 2012 and has driven the company to become a leading big data player with multiple Fortune 500 customers today. A highly motivated senior leader in software engineering with a proven track record. He also co-founded BlueCanary Data, a predictive analytics product company focused on higher education, and lead it through a successful acquisition last year.
Q&A with Clare George-Hilley, co-founder, Centropy PR
Clare George-Hilley is the co-founder of Centropy PR
Global Banking and Finance Magazine recently caught up with Clare George-Hilley, co-founder of fintech and financial services specialist PR agency Centropy, as the company toasts to three years of trading. We asked Clare about what life is like running an agency in the city, the trends she is seeing in the financial services space and what the future holds following the Covid-19 outbreak.
Why did you decide to set up Centropy PR?
I was looking for an opportunity to launch my own agency, both my husband and I had been in the public affairs and public relations industry for over a decade and we thought the time was right to go out on our own.
We could see that the financial services industry was surging, with challenger brands and new technology transforming traditional banks and setting new standards of customer service. There was a huge market opportunity to create and launch a PR agency that could provider first class comms support, alongside a deep understanding of complex regulations such as AML, KYC, and the GDPR. Likewise, many traditional technology firms are diversifying their offerings, to tap into the growing market opportunity posed by the fintech boom.
So, we worked on a business plan, designed a strategy for winning clients and officially launched in September 2017. Within a few months we had a growing portfolio of clients and a thriving business, since that point, we have never looked back!
How is Centropy doing now and what are you plans for growth?
The last three years have flown by and our client portfolio has grown and diversified quickly. We now manage PR campaigns for clients on everything from cryptocurrency, wealth management to payments and trading software.
We’ve also hosted parliamentary debates with key industry figures, including Members of Parliament (MPs) on topics such as the future of the financial services industry and the impact of challenger banks on traditional providers. The team is expanding quickly and we’re investing heavily in the latest training and support to ensure our team members are equipped to reach their full potential.
How do you see the next 12 months?
The Covid-19 outbreak has crippled the economy, forcing millions of people to work from home due to the very serious health risks. The knock-on effect of this crisis will lead to companies cutting costs where possible to save jobs, so tech will play a vital role in ensuring many businesses stay afloat.
We are already working with contactless payments specialists and other fintech companies that offer solutions to help companies survive and thrive despite the inevitable challenges ahead.
We aim to continue building our portfolio of expertise, testing ourselves with new challenges and delivering the best possible service to clients
This is a Sponsored Feature.
Lessons from past recessions and advice for business owners during the coronavirus pandemic
By Neil Davis, managing director and co-founder of Sterling Networks
What is Sterling Networks?
“Sterling Networks is a professional organisation founded in 2014 which facilitates networking events for businesses across the Midlands, Oxfordshire, Wiltshire and the South West. Over 300 members attend our fortnightly breakfast and lunchtime meetings.”
What is your background prior to establishing Sterling Networks?
“During the 1990s, I worked in the corporate team for Halifax. My wife, Tracey, and I went onto own a manufacturing business, which was also called Sterling, and produced a range of gifts, merchandise and promotional items.
“We soon realised tradeshows were a great way to meet distributors and clients. From there, the business grew exponentially, and we managed to build a network of around 500 distributors. Eventually, we became ground down by the manufacturing business – in part because the local manufacturing sector was being devastated by competition from China – and took the decision to sell the business and relocate to Spain.
“After spending several years living abroad, we moved back to the UK to set up Sterling Integrity (EXPO’S) & Sterling Networks (Networking) We were inspired by a desire to help businesses make meaningful connections with one another, and we haven’t looked back since.”
The UK has recently entered a recession, brought about by the coronavirus pandemic. What have you learned from past recessions and how are these experiences helping you to navigate the current crisis?
“I’ve lived through a number of recessions and have seen the pain that insolvency causes companies on a large scale. It’s taught me that there are those who win and sadly those who lose, and that businesses must adapt to a rise in demand for certain products or services at a time of financial crisis.
“Given the nature of what Sterling Networks offers [an opportunity for business owners to connect and grow together] I decided we could build upon the brand due to the demand for new business during the pandemic. We therefore moved our networking events from face-to-face to virtual via tools like Zoom and have gained a steady stream of new members in recent months, reaching an overall total of well over 300.
“On top of that, we’ve taken new staff on during the crisis and have launched a number of new regional groups across the country. I was determined that Sterling should come out of the pandemic with a head start, so my attitude to the recession has been much more positive than those who are forecasting nothing but doom and gloom.
“We can’t pretend high street retail wasn’t suffering long before the pandemic came along, and thousands of new businesses are sure to start up to meet the demand for the products and services that people require at a time such as this. In order to develop and grow businesses need to focus on where changes need to be made to meet this demand.”
Sterling Networks has been providing emotional support to its members throughout the pandemic. What advice have you been giving to members that could be useful to other business owners?
“I try not to be too opinionated and respect other people’s views when giving advice to members, as there are always two sides to every circumstance. I’ve been careful not to say to people that they should be doing one thing or another, as I don’t know their business and its needs quite like they do. The only thing that I have been telling members is the importance of setting up one-to-ones with one another. By doing so, they can listen to the needs and concerns of other, like-minded business owners and work out ways that they might be able to help one another.
“The pandemic has meant we all have a bit more time on our hands, so the advice I would give to people is to use this extra time wisely. Not having to travel physically from one meeting to another means there is a greater opportunity to connect with more people. It’s important to remember that individuals outside of your business can be just as valuable as those within it.”
What makes you hopeful for the future and are there any words of encouragement you can give to budding entrepreneurs?
“The key events that have happened to this country during my lifetime – whether wars, recessions, or the pandemic – have enabled me to take stock of things. While these experiences are certainly challenging, we all become stronger for living through them, and it gives me great confidence that the world will ultimately improve as a result of the pandemic.
“The whole world is effectively rebooting right now, as is the business community. I like to think entrepreneurs will recognise this opportunity to take better care of their peers, and this translates to greater collaboration between organisations. Speak to as many people as you can, ask all the questions that you need to and do your homework. This might well be a difficult time for us all but planning for the future must start now if it is to become as prosperous as I know it can be.”
Exclusive Interview with Ugo Loser, CEO of ARCA Fondi SGR
Arca Fondi SGR is a mid-sized Italian active asset management company. Founded in 1983 by a consortium made up of 12 regional banks, the company has grown in time, expanding its network of distributors and its client base. Nowadays Arca manages Mutual Funds, Pension Funds and Institutional Accounts with total AUM exceeding 30 € bln, reaching more than 100 banks and financial institutions and serving more than 800,000 final clients.
What are the key contributors to ARCA Fondi SGR’s success over the past 35 years?
Arca has always put clients and distributors first. That is to say we have always privileged fair pricing for funds and developing high quality products and services for our customers. This requires constant innovation as an objective and looking for people’s talent to be free to produce its effect
Why are people the founding element of ARCA Fondi SGR and how have you sustained this vision over the years?
We work in small teams, people are young and motivated and can perform duties with a high level of autonomy and responsibility. Innovation is asked to everyone, everyday
What makes Arca Fondi SGR different from other asset management firms in Italy?
Arca is a company focused on doing what it can do very well, that is to say mutual and pension funds, services for clients and banks. We never follow short term trends but always look for long lasting impact on the industry, like we’ve done may times in the past
What products/services has ARCA Fondi SGR pioneered?
Arca has been the inventor of “Arca Cedola”, fixed-horizon, coupon paying funds, which have been with no doubt the greatest product innovation of the past 12 years on the Italian market. This type of funds, at first strictly based on bonds and later as a balanced product, has encountered an enormous success both with clients and distributors due to its simple and effective value proposition. Arca is a market leader also in the “PIR” segment of funds, a range of product focused on mid and small sized companies, that have been the best performers in the Italian stock market for the last few years. In services, Arca is a leader in technology applied to asset management. Our website, app and digital services for clients and banks are award winning, state of the art combination of data, technology and channels, and the best is yet to come on this side.
What strategies do you have in place to sustain your market position and withstand professional competition in the country?
As I mentioned, we do not waste resources on projects with dubious results, instead we constantly invest on people, products and services. The high level of profitability that Arca has been able to maintain even in difficult years for the markets of the banking sector is a further testimony that this strategy works very well
How do you use technology to create meaningful experiences for your customers?
First of all, we have created a whole new division, Arca InnovAction Lab, dedicated to technology, data and processes. This ensures projects are delivered quickly and they are free to leave bad past practices behind. Arcaonline.it, Arca’s website, provides distributors with detailed information on clients’ portfolios, asset under management and subscription/redemption requests. It monitors aggregate selling data offering to our partners a suite functions and analytics to track commercial campaigns. And if the banks branches need assistance, they may ask Sara, our digital chatbot. A broad and timely multimedia production, covering exclusive reports, comments, presentations, videos, webinars and newsletters is also available on the website.
Customers, subscribing Arca’s funds through its distributors’ network, may access Arcaclick, a dedicated area on Arcaonline.it. With Arcaclick the client can easily browse through her portfolio of funds, analyze its characteristics, view transactions and historical funds’ performance in customizable views. Arcaclick is also a powerful source of information on Arca product range: Prospectus, KIIDs and other literature is easily accessible along with news, comments and reports. Arcaclick may also be accessed via Arca Fondi App, a free application for mobiles and tables, running on both iOS and Android. Available 24/7 and in mobility, Arcaclick gives clients the opportunity access information, news and details of their personal portfolio anytime and anywhere.
What key trends will drive pension growth in 2020 and beyond?
The Italian market for pension funds is still very small and therefore there is a great opportunity to grow. Arca Fondi manages the biggest open ended Italian pension fund and it’s been constantly at the top of its rankings. As people and workers are looking for yield and to weather short term volatility, the pension fund is very well poised to profit from this trend.
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