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Humans of Analytics

The Old Monk - Analytically Spiritual & Mathematically Philosophical

Being a rational person, I always thought that I should define my own destination and the path to reach the same without subscribing to any given path, as one size does not fit all. In fact, my metaphysical quest after the ultimate truth triggered my research bent of mind. I gave in to my reading habit as a way to quench my intellectual curiosity. I started reading books on eastern and western philosophies, Vedas, Upanishads, comparative religion with specialization in Buddhism, literature and psychology. While reading and thereby critically appreciating any text, I used to actively question and decode the text by applying multiple tools and techniques like deconstruction, historicism, Marxism, realism, structuralism, psychoanalysis etc. to figure out the veiled currents, cross-currents and politics which ultimately helps me in extracting the underlying truth out of it. No wonder, my profession as a data scientist is a natural extension of my philosophical self that follows the same pattern of generating insight, now, from the messy reality of data. As a business analytics professional, now I apply techniques like Markov chain, Bayesian network, integer programming, simulation, deep learning etc. to decipher the underlying truth. Many a times, I use a number of algorithms on the same business problem to decipher the multiple dimensions of the truth from the different perspectives. Thus, the distinction between my personal and professional self is blurred when one of the critical goals of both my life and the profession is to see things as they really are. However, the goal of my personal life is always a super set within which the goal of my professional life is a sub set. The ultimate objective of my personal life is to attain transcendental peace and enlightenment through liberation from all cravings and aversions. The continuous enrichment attained through the regular practice of meditation and leading a wholesome life do contribute to my progress.

On a hindsight when I look back at my journey, it is interesting to find how my spiritual journey contributed to my analytical way of thinking and vice versa. The concept of causality which is the essence of many analytics algorithm like regression has its roots in both Indian and Western philosophy. In my spiritual journey, I am in the search of true happiness and I figured out the importance of each of the factors like satisfaction from relationships, altruism, compassion that contributed to my positive psychology. While developing a marketing mix model (MMM), only the context changes but the concept remains the same. In an MMM as well, I figure out the impact of each of the marketing stimulus like print advertisement, television advertisement and internet advertisement on sales volume / value. Thus, the underlying philosophy of causality that manifests in developing my model for both nirvana (liberation) and sales remain the same, only the context changes. In fact, the entire lifecycle of analytics project resembles my view of developing a spiritual model for the life. The first step that I follow in accomplishing an analytics project is to understand the business problem and translate the same to an analytics problem with specific identification of the variables that might leave an impact to the business problem. In the path of spirituality, too, I figure out the causes of my suffering as precisely as possible to take the right measures. Needless to mention that in a spiritual journey, all the causal variables are internal and therefore controllable. The second stage in an analytics project is data collection and preparation. The same is true in my spiritual journey as well. For data collection, I identify the instances in life where a particular phenomenon, which could be instances of anger or craving, is displayed. I find lot of contaminations in data collection for both analytics projects and spiritual exploration. As the problem of data sanitization in analytics projects are not unknown, let me focus on the problems of data cleaning for the development of a spiritual model. Initially I tend to create a story at first and then unconsciously used to select the data that fits to the story. It is like developing the hypothesis first and selecting only those data points that help in proving the hypothesis. I started collecting the right data without any bias with my development of an objective and clear vision through the right meditation. The development of the model comprises the third phase in an analytics project after data preparation. In my journey of finding the truth, I developed my spiritual model through introspection and scanning of the mind to figure out the significant factors and their impact in achieving bliss and liberation. The validation of the developed model is the fourth stage for both my spiritual project and an analytics project. In the spiritual path, it is all the more important to validate the model as the model is based on subjective theoretical analysis. The validation of a spiritual model is assessed by applying the same to the real life scenarios. One of the strategies to test the validity is to observe objectively whether the equanimity of the mind is unshaken even in critical situations. Last but not the least; I deploy the validated model in both business and life to observe a significant improvement. I constantly tweak and iterate the models in both the scenarios to make them more applicable with the inflow of new empirical data.

As far as my methodology to explore analytics and spiritual path is concerned, I find a lot of commonality between the two as they complement each other. I primarily practice meditation through two ways viz. placement meditation and analytical meditation. While I concentrate my mind on a particular object during placement meditation, I contemplate and analyse how the different factors like anger, attachment, cravings and aversions interplay in my daily life in preventing me to be liberated during my analytical meditation. Thus, the seeds of my analytical bent of mind were sown in the meditation only. In fact, many concepts of research design was clear to me during my analytical meditation. For instance, apparently the purchasing of a new mobile, car, necklace or apartment provide a lot of pleasure. During my analytical meditation, I realized the existence of several confounding, lurking, moderator and mediator variables like the inflation of the ego and therefore the pleasure generated through the ego massage of the self is misperceived as joy. Similarly, the essence of optimization was clear during my analytical meditation while figuring out the path I should adopt. The very essence of a "Middle Way" (Madhyamika) comes from optimization of the liberation function where the meditative practices need to be maximized with the constraints like health conditions, available time from professional and personal life. In analytical meditation, it is important to observe how the defilements like anger, hatred, greed, attachment etc. reduces with time through the training of the mind by meditation. In fact, the concept of time series analysis is no different from the same where the increasing/ decreasing trend of a variable like sales is assessed across time. In fact, the very concept of decomposing a time series to figure out the deseasonalized sales resembles my pursuit of deconditioning the mind to observe pure consciousness. Thus, my professional and personal life create the right synergy that manifests in an analytically spiritual and mathematically philosophical self through inner growth and development.

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