IPL Match Winning insights dashboard using all seasons data analysis Dashboard

Teams and analysts need clear data on how the toss decision impacts the final match outcome from 2019 to 2026 the success of bating versus fielding varies depending on the specific franchise playing. Process i used ipl dataset covering the 2008 to 2026 seasons data my first step was data cleaning where i isolated key variables toss winner,match won by. i built pivot tables to aggregate the total match wins based on the initial toss decisions . I initially considered looking at individual player statistics, but i decided to focus strictly on team level toss decision to keep analysis clear Results The analysis revealed a massive overall historical advantage for fielding first, with fielding decisions resulting in 186,877 win data points compared to just 96,801 for batting first. Major franchises like Chennai Super Kings and Mumbai Indians consistently won more matches when choosing to field. If I were to do this again, I would add specific stadium data, as local pitch conditions heavily influence a captain's toss decision. Reflection Next time, I would include specific stadium and pitch condition data. A team's decision to bat or field first is heavily influenced by the venue, and adding this would make the analysis much deeper. If I did this again, I would expand the analysis to include key player statistics. I initially focused just on team-level decisions, but looking at how star bowlers or batters affect the toss strategy would be a great next step.