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Experiment of Feeding Factors for Cost-Effective Weight Gain in Tilapia By Amanda Adams and Brian Orleans STAT 231
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Objective/Research Question What type of feeding causes optimal growth in farmed tilapia? Combination of Percent Protein and Feeding Regime Most cost-effective way to maximize weight gain
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Experimental Design Completely Randomized Factorial Design (CRF) Percent of Protein in the Diet Fixed Effect with 4 levels Feeding Regime (amount of food by body weight) Fixed effect with 3 levels Brood Stock (parents) Random Effect with 3 levels Experiment Unit: 1 tank of tilapia Observational Unit: Individual fish weight after 8 weeks
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Experimental Procedure Duration: 8 weeks 36 tanks of fish Brood Stock => 25 offspring =>20 fish weighed Randomization Selection of offspring can’t truly be randomized Final fish chosen to be weighed is randomized
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Analysis Check Assumptions Inspect ANOVA for interaction (What type) Examine simple effects between percentage of protein and feeding regime Cost analysis
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Power Analysis α =.05 Power =.85 Looking to detect 2σ (σ = 9.4g) Between 3 factors, max. r value = 7 N = 252 Constructing σ Range of weight (16.6g, 73.0g) σ = 9.4g
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