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KSU / Accounting / ACCT 23021 / What is regression analysis?

What is regression analysis?

What is regression analysis?


School: Kent State University
Department: Accounting
Course: Introduction to Managerial Accounting
Professor: John rose
Term: Fall 2016
Tags: Managerial, Accounting, exam, 2, study, guide, Kent, state, University, Fall, and 2016
Cost: 50
Name: Managerial Accounting - Exam 2 Study Guide
Description: Comprehensive study guide for exam 2.
Uploaded: 10/21/2016
9 Pages 45 Views 4 Unlocks

Introduction to Managerial Accounting [Acct-23021] Exam 1 Study Guide

What is regression analysis?

Kent State University

Fall 2016

Chapter 6 

I. Cost Behaviors

a. How costs change as volume changes

b. Variable Costs (VC)

i. Total VC change in direct proportion to changes in volume

ii. VC per unit remains constant 

iii. Slope

1. Total VC = (VC per unit of activity) x (volume of activity)

2. Y=vx  

c. Fixed Costs

i. Total fixed costs remains constant even if volume changes

ii. FC per unit of activity vary inversely with changes in volume 1. 500 desks: FC per unit = $10,000/500 desks = $20

What are the different approaches to pricing?

2. 600 desks: FC per unit = $10,000/600 desks = $16.67

3. 700 desks: FC per unit = $10,000/700 desks = $14.29

d. Mixed Costs

i. Combination of VC and FC

ii. Total mixed costs = total VC + total FC

1. Y = vx + f

e. Cost Graphs  

i. Vertical axis always show total cost  

ii. Horizontal axis shows volume of activity

What is profit?

If you want to learn more check out The jewish prophet who led the slaves out of egypt and was revealed the torah and mitzvoth, at where?

II. Cost Equations

a. Cost and Decisions

i. Committed FC – The business is locked in to these costs because of  previous management decisions

ii. Discretionary FC – Result of annual management decisions.  

Companies have more control over discretionary FC because the  company can adjust the costs as necessary in the short run. If you want to learn more check out How are hurricanes formed?

b. Relevant Range

i. Band of volume where FC and VC remain constant at a certain level  ii. A change in cost behavior indicates a change to a different relevant  range

c. Other Cost Behaviors

Curvilinear CostsWe also discuss several other topics like What are examples of contra revenue accounts?

III. Analyze Cost Behavior

a. Account Analysis  

i. Managers use judgment to classify each general ledger account as a  VC, FC, or MC

ii. Estimates are subjective so it is not very reliable  

b. Scatter Plots

i. Use historical data to determine a cost’s behavior  

ii. Cost data = y-axis

Volume Data = x-axis

iii. Helps managers visually determine how strong the relationship is  between the cost and the volume of the chosen activity base

IV. High-Low Method

a. Used as a cost analysis technique  

b. Determine cost equation (y=vx+f)

i. Find VC per unit (slope) of cost line

ii. Find FC (vertical intercept)

iii. Create and calculate the cost equation

c. Advantage: Easy to use

Disadvantage: Only uses 2 data points

V. Regression Analysis

a. Statistical procedure to find the line that best fits data (cost equation) b. Uses all data points  

c. R-Square Value

i. “Goodness of fit”

ii. How well does this line fit the data points?

iii. Ranges from 0 to 1

1. An R-square over 0.80 generally indicates that the cost  Don't forget about the age old question of How do you find the electron geometry?

equation is very reliable for predicting costs at other volumes  

within the relevant range

2. 0.50-0.80 = Use the cost equation with caution

3. >0.50 = Use a different activity base for cost analysis We also discuss several other topics like What is meta-theory?

VI. Contribution Margin Income Statement  

a. Absorption Costing (Traditional Income Statement)

i. Required by GAAP for external reporting

ii. Assign all manufacturing costs to products

1. DM, DL, Variable MOH, and Fixed MOH

b. Variable Costing

i. Assigns only variable manufacturing costs to products  

1. DM, DL, and Variable Manufacturing Overhead

ii. Fixed MOH is a period cost

iii. Contribution margin income statements are used only for internal  management

c. Contribution Margin Income Statement  

Chapter 7 

I. Cost-Volume-Profit (CVP) Analysis

a. Helps managers make important business decisions

b. A relationship between among costs, volume, and profit/loss

c. Determines how much the company must sell each month just to cover costs  or to break even We also discuss several other topics like What are the organs present in pulmonary respiration?

d. Components of CVP Analysis

i. Relies on the interdependency of five components

1. Sales price per unit

2. Volume sold

3. Variable costs per unit

4. Fixed costs

5. Profit or loss

II. Breakeven Points and Target Profit Volumes

a. Breakeven Point (BEP)

i. Sales level at which operating income is zero

1. Sales > BEP = Profit

2. Sales < BEP = Loss

b. Contribution Margin to Calculate BEP

i. BEP Units Sold = (Fixed Expenses + Operating Income) /  

(Contribution Margin Per Unit)

1. ($700 + $0) / ($14) = 500 units

ii. BEP Sales in $ = (Fixed Expenses + Operating Income) /  

(Contribution Margin Ratio)

1. ($700 + $0) / (0.4) = $17,500

2. Contribution Margin Ratio = (Contribution Margin) / (Sales)

c. Finding volume needed for target profit

i. Same formulas but input amount for operating income

ii. Target profit = $4,900

iii. BEP Units Sold

1. ($700 + $4,900) / ($14) = 850 units

iv. BEP Sales in $

1. ($700 + $4,900) / (0.4) = $29,750

d. CVP Chart

i. Red Area = Operating Loss

ii. Green Area = Operating Income

III. BEP and Target Profit for Multiproduct Companies

a. Weighted Average Contribution Margin per Unit

b. Formula

i. Units Sold = (Fixed Expenses + Operating Income) / (Weighted  Avg. Contribution Margin per Unit)

ii. ($7,000 + $0)/($40) = 175 units

c. Breakeven sales

i. (Units)(percent of whole) = # of units per product to breakeven ii. 175 x 3/5 = 105 cat beds

iii. 175 x 2/5 = 70 scratching posts

IV. Margin of Safety, Operating Leverage, Most Profitable Cost Structure a. Margin of Safety

i. The excess of expected sales over breakeven sales

ii. Drop in sales that the company can absorb before incurring a loss iii. Used to evaluate the risk of current operations as well as the risk of  new plans

iv. Equations

1. Margin of Saftey (in units) =  

Expected sales (in units) / Breakeven sales (in units)

2. Margin of Safety (in $) =  

Expected sales (in $) / Breakeven sales (in $)

3. Margin as a % of Expected Sales =  

Margin of Safety (in $) / Expected sales in (in $)

b. Operating Leverage

i. The relative amount of fixed and variable costs that make up a  company’s total costs

ii. Operating Leverage = Contribution Margin / Operating Income iii. High operating leverage companies have:

1. Higher levels of FC and lower levels of VC

2. Higher contribution margin ratios

3. Higher risk

4. Higher potential for reward

iv. Low operating leverage companies have:

1. Higher level of VC and lower levels of FC

2. Lower contribution margin ratios

3. Lower risk

4. Lower reward

V. Miscellaneous Information

a. Contribution Margin = Revenue – VC

b. Contribution Margin Ratio = Contribution Margin / Sales Revenue

i. (Revenue – VC) / Revenue ~~ (this is the same thing)

c. Breakeven point is dependent on sales mix assumption

Chapter 8 

I. Short-Term Decisions

a. Qualitative factors

i. Closing manufacturing plants

ii. Laying off employees

iii. Outsourcing

iv. Discounted prices to select customers

b. Six short-term special decisions

i. Special sales orders

ii. Pricing

iii. Discontinuing products, departments, and stores

iv. Outsourcing

v. Selling as is or processing further

c. Keys to making short-term special decisions

i. Only look at how operating income will or will not change under  different options

ii. FC and VC react differently so they must be analyzed separately II. Special Order Considerations

a. Is there excess capacity available to fill the order?

b. Is the reduced sales price high enough to cover the incremental costs of  filling the order?

c. Will the special order affect regular sales in the long run?

III. Different Approaches to Pricing

a. Target Costing (Price-taker)

i. Market price – desired profit = target cost

ii. Characteristics

1. Product lacks uniqueness

2. Heavy competition

iii. Outcomes

1. Actual cost < Target total cost

a. This is okay. Proceed with product price

2. Actual cost > Target total cost

a. Accept a lower profit

b. Cut FC  

c. Cut VC

d. Other strategies

i. Increase sales volume

ii. Change or add product mix

iii. Differentiate

Revenue @ Market Price


Less: Desired Profit


Predetermined % (16%) of VC (182,000)

Target Cost per Unit


Less: Actual Current VC


Total Variable Costs

Expected Excess Profit (profit shortfall)


b. Cost-Plus Pricing (Price-setter)

i. Starts with company’s full costs

ii. Add desired profit to determine cost-plus price

Current Variable Costs


Total VC

Plus: VC of Upgrade


Upgrade Price

Total VC


New VC

Plus: Desired Profit


Predetermined % of VC (16%)

Cost-Plus Price


IV. Discontinuing Products, Departments, etc.

a. Will the total FC continue to exist even if the product line is discontinued? b. Can any direct FC of the product be avoided if the product is discontinued? c. Use incremental analysis for discontinuing a product

d. Will dropping the product affect sales of the company’s other products? e. What can be done with the freed capacity?

V. Which product to emphasize?

a. Emphasize the product with the highest contribution margin per unit of the  constraint

b. In addition to revenues, the additional costs of transforming product 1 in to  other products must be considered

c. The cost of processing raw materials is irrelevant since it will be incurred in  all products offered

Product 1

Product 2

Product 3





Less: Additional Processing




Net Benefit




VI. Analyze Outsourcing Decisions

a. Compare costs

i. Which VC are cheaper?

ii. Are any FC avoidable if we outsource?

iii. What could we do with the freed capacity

Direct material


Direct labor


Variable overhead


 Variable cost per unit


Fixed overhead per unit


Full (absorption) cost per unit


VII. Selling As-Is or Processing Further

a. How much revenue is generated if we sell as-is?

b. How much revenue is generated if we process further?

c. How much will it cost to process further

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