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Analisis Deret Waktu - Jumlah Kendaraan Merak-Bakauheni
Analisis tren dan musiman jumlah kendaraan menyeberang di Pelabuhan Merak-Bakauheni tahun 2023-2024
SR Leaders Vignette Pilot 1
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Predictive Text Analysis _ Milestone Report
This report is a quick progress update on my Capstone project. I explored three English text datasets — blogs, news, and Twitter — and I'm sharing what I found so far, plus my early plan for a prediction algorithm and a Shiny app. The short version: word frequencies are heavily concentrated.
Tugas Membuat Tabel Kontingensi
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Is GenAI Good for Educational Measurement? Synthetic Data, Real Populations, and Fairness Risks
A critical analysis presented at the "Promises and Perils: Generative AI in Education" symposium. This presentation explores the tension between the efficiency gains of using Large Language Models (LLMs) for automated scale construction and the inherent fairness risks of relying on synthetic respondents. It details how synthetic data, despite showing high parameter correlations, suffers from severe structural misfit, narrow proficiency distributions (range restriction), and defaulting to Western-centric norms due to safety alignment (RLHF) procedures. Contains dynamic ggplot2 and Mermaid.js visualizations illustrating the "Reliability Illusion."