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My ProjectExperimental Data Analysis of Insect Mortality Using Plant-Based Treatments

Project type

ANOVA and Phytochemical Correlation Study

Date

2025

Role

Statistician

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

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