Background For this analysis, you will be working with qu…
Background For this analysis, you will be working with quarterly municipal water demand data from 1996 through 2025, provided in “quarterly_water_usage.csv”. Over this period, water demand is affected by seasonal patterns related to weather and usage (such as higher demand during warmer months) as well as long-term changes like population growth and shifting consumption habits. As a result, this makes the dataset well-suited for time series analysis. By working with this data, you will explore trends, seasonality, and short-term variation in water demand and apply time series methods to better understand and model how water usage changes over time. Exam Structure Part 1: Exploratory Data Analysis & Trend Modeling Part 2:Seasonality and Differencing Part 3: (S)ARIMA Modeling Part 4: Forecast **Please note: You are required to submit your final analysis as a PDF file. ** This exam will give you a practical understanding of working with environmental time series, as well as a chance to demonstrate your ability to apply statistical modeling techniques for forecasting such time series.
Read DetailsYou have just answered 30 questions at this point of the exa…
You have just answered 30 questions at this point of the exam. Approximately 30 minutes should have gone by, which means you should have 51 minutes left on the exam timer. Take a deep breath, relax, and use all of the time that is available to you. Do you understand that you do not need to rush through these questions and that you should have 51 minutes left to complete the rest of this exam?
Read DetailsYou have just answered 10 questions at this point of the exa…
You have just answered 10 questions at this point of the exam. Approximately 10 minutes should have gone by, which means you should have 71 minutes left on the exam timer. Take a deep breath, relax, and use all of the time that is available to you. Do you understand that you do not need to rush through these questions and that you should have 71 minutes left to complete the rest of this exam?
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