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Lotas' Results Interpretation Functionality Lowers the Bar for Data Analysis

2025-08-20 418
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Interpretable AI-driven output parsing

Lotas' NLP engine translates statistical output (e.g., lm() results) into layman's conclusion statements that accurately capture the meaning of key metrics such as p-values and R². For visualization results, computer vision algorithms are used to extract chart features (trendline slope, outlier clustering) and generate descriptive text containing statistical significance.

  • Teaching aids: Step-by-step explanation of the conditions of applicability and key points of interpretation of results of statistical methods such as t-test/ANOVA, suitable for teaching scenarios
  • business insightAutomatically extract actionable conclusions such as "Weekend sales increased by 23% compared to weekdays" from sales data charts.
  • incorrect diagnosisIdentify root causes of common warning messages (e.g., "NA/NaN/Inf") and provide 3 or more solutions, prioritized.

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