Quantitiative Techniques (1) Flashcards
In order for a business to plan and make decisions?
Needs to be able to accurately predict costs at differing output levels
When is it possible to construct a model to predict costs at all future output levels?
We can identify the relationship between the output level and the cost at that level from observation
What is meant by correlation?
Two variables are said to be correlated if a change in value of one variable is accompanied by a change in the value of the other variable
What is meant by correlation coefficient?
Measures the degree of linear correlation between two variables
What is the coefficient of determination?
Measures the proportion of total variation in value of one variable that can be explained by variations in the other variable
Coefficient of determiniation purpose?
Denotes strength of linear association between two variables, but does not prove a cause and effect relationship
What does regression analysis find?
Line of best fit mathematically, by minisiming the squares of the vertical differences
What determines usefulness of regression analysis?
Prediciting results in future depends on how strong the correlation between the two variables is
What is meant by interpolation?
Means using a line of best fit to predict a value within two extreme points of the observed range
What is meant by extrapolation?
Using a line of best fit to predict a value outside the two extreme points of the observed range
Advantages of linear regression analysis (definitive)
Gives a definitive line of best fit
Advantages of linear regression analysis (efficient)
Makes efficient use of data and good results can be obtained with relatively small amounts of data
Advantages of linear regression analysis (processes)
Many processes are linear and so are well described by regression analysis
Disadvantages of linear regression analysis (linearity)
Assumes linearity between x and y
Disadvantages of linear regression analysis (observations)
Observations used may be atypical and independent from each other