What This Certificate Covers

How to interpret the numbers that show up in business reports, dashboards, and presentations

• What averages, ranges, and distributions actually measure when context shifts
• When sample size or data collection method invalidates a conclusion
• How to identify when a claim exceeds what the data supports
• How to apply probability thinking to staffing, demand, inventory, and customer behavior decisions

The Professional Certificate in Business Analytics: Data-Informed Decision Making is issued in PDF format by Analytics TX, LLC and signed by Dr. Kruti.

Three Main Sections of Certificate

1. Collecting and organizing data
   • Sampling methods.
   • Frequency distributions.
   • Data Collection & Organization.
   • How to reduce biases in decisionmaking.
2. Interpreting averages and variability
   • Mean, median, range, variance, standard deviation.
   • What each measures and why outliers matter.
   • How to compare across teams, periods, segments, or divisions.
3. Probability for business decisions
   • How to define events correctly.
   • Probability rules and conditional probability.
   • When to trust your gut when the math says otherwise.

How Completion Works & Pricing

• Completely self-paced modules presented through series of short videos.
• Total length of videos is approximately 4-5 hours with systematic progress tracking.
• A required 15-minute viva conducted via Zoom with Dr. Kruti after completion of all modules.
• The certificate is issued following a successful viva.


• This certificate is priced at $149 per participant.

Who This is For

• You present forecasts. You approve budgets. You write policy based on performance data.
• You make hiring, pricing, or investment decisions using data from reports or dashboards.
• When someone questions your interpretation, you need to defend it without hedging and with objective clarity.


• This certificate builds that precise skill.