The Fifth Elephant 2016

India's most renowned data science conference

Predicting Corporate Bankruptcy by mining financial reports and regular transactional trends combining with Investor sentiment analysis

Submitted by Prajit Datta (@prajitdatta) on Saturday, 30 April 2016

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Technical level

Intermediate

Section

Crisp talk

Status

Submitted

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Total votes:  +17

Abstract

Bankruptcy is one of the major concern for any type of market. If any company fall and loses money it’s a damage to a part of economic environment. Prediction of Bankruptcy has become important with time as it helps in mitigating risk by the organization as well as the current standing government. This short talk will walk you through how Machine Learning is changing the world of finance especially in mitigating the risk and damage from any potential financial crisis in future.

Outline

Financial data has got lot of characteristics, parameters and trends. It’s about the different type of machine learning algorithm applied on a particular type of data product to get the results. All the results will be uniquely given a weightage get the best analysis with high accuracy.

Requirements

Its not a workshop. I will prefer to give a short talk with the presentation and a demo video of analysis.

Speaker bio

Prajit Datta is a Vellore Institute of Technology Graduate and also a Special Achiever Awardee. He is currently working in data science team called as Enterprise Information Exchange in Bank of America and has also presented paper on artificial intelligence as well as cloud gaming. With an experience in both data science and software engineering in financial domain, he is comfortable working with data on the research and analytics level, as well as leveraging that data to build impactful products.
His interests are natural language processing, and data mining and is also eager to learn and apply his unique skillset to new, interesting, and challenging problems. When not working at his office he’s thinking of dashing out to EDM concerts and rock music concerts and also a non-fiction bibliophile. His first career aspirations are always to create a meaningful product that improves people’s lives.

Comments

  • 1
    Shivangshu Nag (@shiv93) 2 years ago

    In the present era with numerous startups which must use their resources to have a strong hold in the market share. I personaly am looking forward eagerly to this specific demo.

  • 1
    Om (@aumiom) 2 years ago (edited 2 years ago)

    I really liked the idea, it captures the most important aspect of investment, i.e predicting how much good the investment can be and moreover is it viable. This will also help to calculate the investment risk more efficiently with very less cost.

  • 1
    Ayan Datta (@ayan3333) 2 years ago (edited 2 years ago)

    Interesting topic. It is actually imperative that a real world solution is proposed to tackle the problem of bankruptcy. Analysing financial data as means to this end seems like a very innovative concept. Looking forward to this.

  • 1
    Yashveer Nain (@nain) 2 years ago

    It will be a good session.

  • 1
    Aditya Sharma (@aytida) 2 years ago

    Interesting topic and i really liked the idea of analysing the financial data to support the theory.
    Really hoping that it is a great success

  • 1
    VINEETH SINGHI (@vin1994) 2 years ago (edited 2 years ago)

    this is an amazing area to work upon with lots of scope in the near future.

  • 1
    utkarsh srivastava (@utkarsh538) 2 years ago

    This seems to be the next big market changer. Its very interesting topic and am eagerly waiting for its demo.

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