Posts

Showing posts from June, 2024

Data Analyst Vs Business Analyst Vs Data Engineer Vs BI Specialist

Image
  Data Science - Complete Track • Step 1 - Identify the business problem/value addition/question – ( Data Insights ) this has to be the starting point. • Step 2 - Data availability ( Data Governance ) - Have the structure of your data set defined – The real challenge starts here-                o Do we have the data?                o Do we have access to the required data? • Step 3 -Getting Data ( Data Mining / Data Pipeline ) – How to collect the data from different sources in the system • Step 4 - Data preparation (ETL / ELT) – Once you have data there will be lot of cleaning and preparation required, reduce/increase/combine/split the predictors, determine and eliminate outliers, populate missing values convert few categorical variables into numerical etc. • Step 5 –Exploratory Data Analysis (EDA) – In this step we do descriptive and diagnostic analysis of the existing data. We build multiple graphs that give us direction towards the next steps of predictive analytics. We migh

Essentials You Need to Know Before Investing in Stocks

Image
  COMPANY FUNDAMENTALs information such as  PROFITABILITY, REVENUE, ASSETS, LIABILITIES, DEBT, AND GROWTH POTENTIAL are considered fundamentals COMPANY FINANCIALs CURRENT RATIO = CURRENT ASSETS / CURRENT LIABILITIES DEBT RATIO = TOTAL LIABILITIES / TOTAL ASSETS RETURN ON ASSETS RATIO = NET INCOME / TOTAL ASSETS RETURN ON EQUITY RATIO = NET INCOME / SHAREHOLDER’S EQUITY DIVIDEND YIELD RATIO = DIVIDEND PER SHARE / SHARE PRICE EPS = EARNINGS PER SHARE RATIO = NET EARNINGS / TOTAL SHARES OUTSTANDING PE = PRICE-EARNINGS RATIO = SHARE PRICE / EARNINGS PER SHARE COMPANY PAYOUTs DIVIDEND, BONUS, RIGHTS A payout is the share of profits that a listed company will pay its shareholders. If the payout set out in the company’s shareholder remuneration policy is 50%, the company will distribute half of its net profits among its shareholders.  A dividend is cash paid to shareholders for their share in the company's profits.  A share buyback and the subsequent cancellation of shares are w