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Clough Company Is Interested in Establishing the Relationship Between Utility

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Essay

Clough Company is interested in establishing the relationship between utility costs and machine hours. Data have been collected and a regression analysis prepared using Excel. The monthly data and the regression output follow:
 Utility  Month  Machine Hours  Costs  January 3,250$2,080 February 3,77025,200 March 2,47016,200 April 4,03027,600 May 4,94033,900 June 4,29026,400 July 5,33029,700 August 4,55027,300 September 2,60018,600 October 4,81031,200 November 6,11037,200 December 5,46033,300\begin{array}{llll}&&\text { Utility } \\\text { Month } & \text { Machine Hours } & \text { Costs }\\\text { January } & 3,250& \$ 2,080 \\\text { February } & 3,77 0 & 25,200 \\\text { March } & 2,470 & 16,200 \\\text { April } & 4,030 & 27,600 \\\text { May } & 4,940 & 33,900 \\\text { June } & 4,290 & 26,400 \\\text { July } & 5,330 & 29,700 \\\text { August } & 4,550 & 27,300 \\\text { September } & 2,600 & 18,600 \\\text { October } & 4,810 & 31,200 \\\text { November } & 6,110 & 37,200 \\\text { December } & 5,460& 33,300\end{array}

 SUMMMARY OUTPUT Regression Statistics Multiple R 96.5% R Square 93.2% Adjusted R-Square 92.5% Starndard Eror 1,710.21 Obserrations 12.00\begin{array}{c}\text { SUMMMARY OUTPUT}\\\text { Regression Statistics}\\\begin{array} { l r } \text { Multiple R } &96.5 \% \\\text { R Square } &93.2 \% \\\text { Adjusted R-Square } &92.5 \% \\\text { Starndard Eror } & 1,710.21\\\text { Obserrations } & 12.00 \\\end{array}\end{array}
 Standard  Lower  Upper  Coefficients  Error  t Stat  P-value 95%95% Intercept 4,472.262,019.392.210.05127.238971.74 Machine 5.3290.45511.703.69E074.3146.343\begin{array}{|l|r|r|r|r|r|r|}\hline && \text { Standard } & && \text { Lower } & \text { Upper } \\&\text { Coefficients } & \text { Error } & \text { t Stat } & \text { P-value } & 95 \% & 95 \% \\ \hline \text { Intercept } & 4,472.26 & 2,019.39 & 2.21 & 0.051 & -27.23 & 8971.74 \\\hline \text { Machine } & 5.329 & 0.455 & 11.70 & 3.69 \mathrm{E}-07 & 4.314 & 6.343 \\\hline \end{array}


Required:
(a.) What is the equation for utility costs using the regression analysis?
(b.) Does the variable "machine hours" have statistical significance? Explain.
(c.) Prepare an estimate of utility costs for a month when 3,000 machine hours are worked.


Definitions:

Unreasonable Orders

Commands or directives that are excessively demanding, unethical, or impossible to fulfill.

Dangerous Orders

Instructions or commands that could potentially lead to harm or adverse effects on individuals or groups if carried out.

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An individual who guides, instructs, or imparts knowledge and skills to others, especially in an educational context.

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An individual who is acquiring knowledge, skills, or competencies through study, experience, or teaching.

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