Draw Line of Best Fit: Canada Exchange Rate US Dollar 1998-2007

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Discussion Overview

This thread discusses the calculation of a line of best fit for the average annual exchange rate of the US Dollar in Canada from 1998 to 2007, including the creation of a scatter plot based on the provided data. The discussion involves mathematical reasoning and interpretations of the problem requirements.

Discussion Character

  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • Phobos presents a table of exchange rates and attempts to calculate the slope and y-intercept for a line of best fit, expressing uncertainty about the results.
  • Phobos calculates the slope as -0.02875 and the y-intercept as 58.5725, but doubts the correctness of these values.
  • A participant suggests that Phobos's calculations are based on only two points and proposes using linear regression for a better fitting line if the points lie on a straight line.
  • Another participant questions the relevance of calculating a line of best fit, noting that the original problem only requests a scatter plot without any mention of a line.

Areas of Agreement / Disagreement

Participants express differing views on the necessity of calculating a line of best fit versus simply creating a scatter plot, indicating a lack of consensus on the interpretation of the problem.

Contextual Notes

There is ambiguity regarding the requirements of the task, as it is unclear whether the intention is to find a line of best fit or merely to create a scatter plot based on the provided data.

Phobosdeimos
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The average annual exchange rate in Canada for the US Dollar from 1998-2007 is shown in the following table. Draw a scatter plot, without using graphing technology

Year Exchange Rate
1998 .67
1999 .67
2000 .70
2001 .74
2002 .80
2003 .81
2004 .86
2005 .87
2006 .90
2007 .99

To determine the Slope I did the following
1998 - 2006 = -8
.67 - .90 = -.23

y= .23
Divide
x = -8

The slope of the line is - 0.02875

I then tried the y intercept
y = mx +b

.90 = - 0.02875 (2006) + b

.90 = -57.6725 + b

.90
- 57.6725 = b

b = 58.5725

This is what I came up for the y Intercept (58.5725)

Doesn't seem right to me

Please Help

Phobos
 
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Phobosdeimos said:
The average annual exchange rate in Canada for the US Dollar from 1998-2007 is shown in the following table. Draw a scatter plot, without using graphing technology

Year Exchange Rate
1998 .67
1999 .67
2000 .70
2001 .74
2002 .80
2003 .81
2004 .86
2005 .87
2006 .90
2007 .99

To determine the Slope I did the following
1998 - 2006 = -8
.67 - .90 = -.23

y= .23
Divide
x = -8

The slope of the line is - 0.02875

I then tried the y intercept
y = mx +b

.90 = - 0.02875 (2006) + b

.90 = -57.6725 + b

.90
- 57.6725 = b

b = 58.5725

This is what I came up for the y Intercept (58.5725)

Doesn't seem right to me

Please Help

Phobos

Hi Phobosdeimos,

The question tells you to draw a scatter plot according to the given data. Your slope and y-intercept is for the straight line that goes through the two points $(1998, 0.67)$ and $(2006, 0.90)$. If the points given approximately lie on a straight line you can find the best fitting straight line using linear regression as below.

Introduction to Linear Regression
 
Very interesting to read this article.I would like to thank you for the efforts you had made for writing this awesome article. This article inspired me to read more. keep it up.
<a href="https://www.excelr.com/blog/data-science/statistics-for-data-scientist/Correlation-vs-covariance">Correlation vs Covariance</a>
<a href="https://www.excelr.com/blog/data-science/regression/simple-linear-regression">Simple linear regression</a>
<a href="https://www.excelr.com/mock-interview/data-science-interview-questions">data science interview questions</a>
 
I am confused. You titled this "Line of best fit" and show how you have tried to calculate a slope and y-intercept. But the problem, at least the part you show, says nothing about any line! It asks only for a scatter plot. Do you know what that is?
https://en.wikipedia.org/wiki/Scatter_plot
 

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