In order to build and maintain customer trust, financial institutions are investing millions of dollars in preserving privacy while experimenting with exponential technology to bring best value to their customers. With rapid advancements in artificial intelligence on all fronts, however, there is a dire need in the financial sector to balance customer privacy with the use of transaction data in training robust machine models. This white paper provides a rationale focused on data privacy and also includes suggested algorithmic recipes related to how transaction data could completely eradicate the use of real customer data. A distinction is drawn between data simulation and synthesis. Two discussed synthesis techniques include a bootstrapping framework featuring dynamic time warping and a hidden Markov model fitted with a stochastic gradient version of the Markov chain Monte Carlo method.
Strategic foresight and scenario planning is the discipline of uncovering and analyzing the nuances of potential future outcomes in order to better equip businesses to recognize and adapt to unprecedented change. The scenarios outline the impacts of key uncertainties and they help scenario participants confront their personal blindspots in how they believe the path ahead will be laid out.
Corporate foresight and scenario planning is the discipline of developing the details of various potential future realities so businesses can better react to changes within markets and technologies. Scenario planning works by identifying factors central to changing economies and helps scenario participants recognize and confront their preconceptions related to how they believe the future will unfold.
Underlying assumptions critical to the success of scenario planning include: multiple futures are possible; change (also known as “drivers”) can be identified and studied; and the future can be influenced. This methodology can contribute to multiple verticals of an organization such as risk management, corporate development, innovation, and strategy.
With each new digital product entering the marketplace, new data is forming everyday. Yet, with the massive power this data holds come a number of challenges. We're referring, of course, to the heightened vulnerability around personal data and the risks associated with this vulnerability for the everyday Albertan. The mass digitization of records and services resulted in a fractured web of personal data, owned by various parties.
At ATB, we know a key aspect of embracing digital transformation means making massive strides in securing our customer’s personal data. This is why, not long ago, we made a commitment to focus on a collaborative approach to self-sovereign digital identity. As part of our work leveraging blockchain solutions to improve life for Albertans, we’re aiming to place the control of data back in the hands of those who own it - without compromising the seamless experience our customers have come to expect.
At ATB, we hold the belief that AI may be the biggest and most disruptive technology advancement we see in our lifetimes. The power and reach of machine learning is rapidly expanding into many areas of ATB, and into our everyday lives. The long-term sustainability of any enterprise is predicated on trust and for any data-driven organization, the respectful and ethical treatment of data is core to building reliable AI solutions. Furthermore, an organization-wide governance process needs to be established, to ensure the AI solutions work as intended and the right controls for risks are in place. That starts with our AI Governance.
At ATB, we are working with leading edge technology with the goal of serving our customers better. Artificial intelligence is one such technology that we’re working with to achieve this goal. AI holds significant promise for the future, but hand-in-hand with the opportunities AI brings are potential uncertainties, and for some, discomfort.
Our definition of value extends beyond financial success to include growing inclusivity and how well people thrive in our digital world. Grounded in our core values, we know that building products that people love and trust is the only way to deliver sustainable value.
