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My ProjectExperimental Data Analysis of Insect Mortality Using Plant-Based Treatments
This project involved the statistical analysis of an experimental insect mortality study to evaluate the effectiveness of various plant-based treatments over time. The goal was to determine which botanical treatments had the highest insecticidal properties and relate mortality outcomes to phytochemical composition. The study illustrates a full data science pipeline — from descriptive analysis to statistical testing and scientific interpretation.
Study Design and Objectives:
Aim: Evaluate how mortality of insects varies with treatment type and time
Treatments: Included essential oils and aqueous extracts of plants like Marigold and Tithonia, along with combination treatments and a control
Goals:
Compare mortality rates across treatments and time intervals
Identify the most effective treatment
Investigate the relationship between phytochemical compounds and insect mortality
Tools and Statistical Techniques:
Language: R (assumed based on author expertise)
Techniques Used:
Descriptive statistics and time-series plotting for mortality trends
ANOVA (Analysis of Variance): to test for significant differences in treatment effects
Post-hoc interpretation to rank treatment effectiveness
Correlation analysis linking phytochemical presence (e.g., flavonoids, phenols) to mortality outcomes
Key Results:
Mortality Over Time:
Insect deaths increased significantly over time for all treatments
24-hour mortality was low; highest mortality observed at 21 days
Control group remained stable, confirming treatment-induced effects
Treatment Efficacy:
Marigold Essential Oil was the most effective (nearly full mortality at 21 days)
Followed by Tithonia Essential Oil
Mg + Tithonia mix and control had the lowest mortality
ANOVA results confirmed a statistically significant difference among treatments
Rate of Action:
Marigold acted quickly with high mortality already by 72 hours
Most essential oils outperformed aqueous extracts in both speed and total mortality
Phytochemical-Mortality Link:
Treatments rich in flavonoids and phenols (e.g., Marigold and Tithonia oils) corresponded with high mortality
Supports the hypothesis that these compounds contribute to insecticidal activity
Conclusions and Recommendations:
Marigold Essential Oil is highly effective as a natural insecticide
Future studies should isolate flavonoids and phenols to explore their specific mechanisms
Aqueous extracts may require concentration or formulation improvement
Recommends scaling up the use of phytochemical-rich plant oils in environmentally friendly pest control solutions
Skills and Impact Demonstrated:
Designed and conducted a full experimental statistical analysis
Applied inferential statistics (ANOVA) to real biological data
Linked chemical compounds to biological effects via data science
Delivered results in a clear, decision-making format for scientific audiences

