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Sandip Dhole
14 April, 2021
Seminar 8
Forecasting
Monash University, Caulfield
Valuation Flow Chart
Forecast
Earnings quality
and accounting
analysis
Business analysis
 Macroeconomic and other
external macro factor analysis
 Industry analysis
 Business strategy analysis
Capital market analysis
 Ownership
 Information environment
 Information disclosure
 Liquidity
 Information analysis
Financial analysis
Valuation
Management quality &
Corporate governance
analysis
 Management quality
 Internal CG
 External CG
Risk
analysis
&
discount
rate
Discounted Cash Flow Valuation
approaches
Unknown parameters
Need to be estimated
Importance of Forecasting
Forecasting How a Firm’s Drivers will
be Different from the Typical Pattern
• The tension between the forces of competition and the firm’s responses to
those forces: challenge and counter challenge
• Firms challenge other firms:
• Product price reduction
• Product innovation
• Lower production costs
• Imitation of successful firms
• Entering industries where firms are earning abnormal profits
Forecasting How a Firm’s Drivers will
be Different from the Typical Pattern
(continued)
• Firms counter challenge:
• Brand creation
• Patent protection
• Managing consumer expectations
• Alliances and agreements with competitors, suppliers and firms with
related technology
• Exploiting first-mover advantages
• Mergers
• Creating superior production and marketing technologies
• Creating economies of scale that are difficult to replicate
• Creating a technological standard that consumers and other firms must
tie into
• Government protection
What to Forecast
What to forecast?
• In order to forecast free cash flow (or residual earnings), we need to forecast variables that
determine those numbers
• We need to forecast revenues and expenses
• We need to forecast balance sheet accounts
Woolworths (2020) Income Statement
• Should we forecast each of these line
items?
• More “accurate” forecast of income and
FCF, if different revenue/expenses
grow at different rates
• More scope of error
• Parsimony
• Fewer the parameters, the more control we
have over the valuation
• No valuation is “perfect”
What to forecast?
Source: Equity Valuation and Analysis, 3e (Lundholm and Sloan)
Approach to forecasting
• A comprehensive approach to forecasting almost always starts with forecasting sales.
• Forecast growth rate of sales:
• Then working capital accounts
• Investment in PPE follow the growth in sales closely.
• Past performance is used to understand the behavior of key measures such as sales or earnings.
• Studying the time series of measures such as earnings can provide insights into
trends for future performance.
• Measures from prior periods and cross sectional analysis provide benchmarks to
compare and forecast.
Focus on Key Drivers
• Some firms have one or two drivers that analysts focus on.
Forecasting Sales
Forecasting Sales
• Sales growth is a very important driver of value
• Companies grow by increasing sales and/or reducing costs (more difficult)
• Sales (and profit) growth mean reverts
Driver Change Pattern: Sales Growth
Australian Companies (2010-2020)
Source: Compustat Global
-1
-0.5
0
0.5
1
1.5
2
2010 2011 2012 2015 2016 2017 2018 2019 2020
Median Annual Sales Growth
Quintile 1 Quintile 2 Quintile 3 Quintile 4 Quintile 5
Forecasting Sales Growth
Source: Equity Valuation and Analysis, 3e (Lundholm and Sloan)
• Demand for luxury goods
decreases during economic
recession
• This affects companies that
sell luxury such products
Macro-economic factors
affect industry sales
• Sales growth is slower in a
more mature industry
Maturity of the industry
affects industry sales
Woolworths Sales Growth (2011-2020)
▪ Average Annual
Growth Rates:
– WOW (2011-
2020): 2.18%
– Industry (2011-
2020): 1.55%
-10.00%
-8.00%
-6.00%
-4.00%
-2.00%
0.00%
2.00%
4.00%
6.00%
8.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Annual Sales Growth (2011-2020)
Woolworths Industry
Why is Australian Consumer Staples
Sales falling?
The demand for consumer staples per person is fairly stable
However, the total demand for consumer staples depends upon:
• Population growth
• Australian population growth is currently 1.5%
• 62.5% of the population growth driven by net migration into Australia
• Rate of migration has declined in the last 15 years
• Ageing population
• Mean age of Australian population has increased from 29.6 years in 1981 to 38.7 years in 2017
All statistics based on data from Australian Bureau of Statistics
US Grocery Sales Growth (2011-2020)
Source: Compustat North America
-5%
0%
5%
10%
15%
20%
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Sales Growth
Sales Growth
Some strategies that Woolworths
has put in place
• Lowering prices to compete better with Coles and Aldi
• Woolworths has been generating faster sales growth than Coles since 2016/17
• Focus on improving customer experience
• How will these strategies help Woolworths grow sales?
• More specifically, what sales growth can Woolworths achieve:
• In the near term
• In the long-term
• Performance improvement since 2018:
• 2.5% growth in the first half of the 2018-19 fiscal year
• Sale of petrol business in 2019
• Planned closure of poorly performing Big W stores
Forecast horizon
• Forecast window: number of years of forecast
• Terminal year is the year beyond which the growth rate is constant
• Usually we have the actual balance sheet at the beginning of the forecast
horizon.
• So need to forecast the condensed income statement for the first year in
the forecast horizon.
• The actual balance sheet and the first year forecast of income statement,
allows us to arrive at the forecast of condensed balance sheet at the end
of the first year in forecast horizon, and so on for the following years.
Forecast Horizon: Kimberley-Clark Corp and
Chevron Corp (2000-2018)
Assumptions and issues in
forecasts
• Assumptions made should be clearly outlined for each of the forecast items
• Important issues underlying basis of assumptions can include the following:
• Growth rate in revenue
• Key KPIs used in the forecast period
• Forecast horizon – how many years of forecast?
Forecasting Sales Growth for Woolworths
▪ Assumption:
– Sales will grow at 6.15% in 2021, 5% in 2022 and 2023, and thereby grow
at 3% until 2025.
Details ($m) 2021 2022 2023 2024 2025
Revenue
67,777 71,166 74,724 76,966 79,275
Based on 2020
figures
Question:
1. Is the above the “best” estimate of sales growth?
2. How will sales grow after 2025?
3. Why do we project sales until 2025?
Need to make assumptions
about terminal (or continuing)
growth rate
Forecasts are always for finite
horizons
This is based on operating and other revenue.
Normally, you would forecast other revenue
separately. Here we do not separate them, since
other revenue is a very small part of total revenue.
Forecasting Expenses 1
Forecasting Cost of Goods Sold
▪ Assume that GP margin will be
30% until 2025.
Details ($m) 2021 2022 2023 2024 2025
Revenue
67,777 71,166 74,724 76,966 79,275
COGS
47,444 49,816 52,307 53,876 55,492
Gross
Profit 20,333 21,350 22,417 23,090 23,782
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Gross Margin
Woolworths Industry
Forecasting Depreciation and Amortisation
• An important expense to forecast
• It is necessary to forecast depreciation, since it is a non-cash expense and has to
be accounted for, when estimating free cash flow
• Depreciation expense would depend upon company life cycle and industry growth
• Growth companies and companies in growing industries would typically invest
actively in non-current assets
• Higher depreciation expenses
• Mature companies would tend to have more stable asset bases
• They would be in steady state
• Replenishing assets as they wear out
• Steady depreciation rates
Forecasting Depreciation and Amortisation
▪ Woolworths has a steady 2% depreciation to sales ratio
– The industry average is between 1.7-1.8%
– Can assume constant rate
Details ($m) 2021 2022 2023 2024 2025
Depreciation
and
amortisation 1,356 1,423 1,494 1,539 1,585
Details 2016 2017 2018 2019 2020
Depreciation to
Sales (%) 1.75% 1.84% 1.94% 2.04% 2.00%
Forecasting other operating expenses
• Operating expenditures are important to forecast
• They are expenses incurred by the business to generate sales
• Comparison with the industry is important
• Comparison enables us to analyse whether the company is generating comparable
margins and identifying where it has a competitive advantage over competitors
• Recall that the focus of cost leadership is to minimise costs in a sustainable manner
• Important to identify whether the company has any cost management systems in
place
• Any cost cutting schemes?
• How likely are they to minimise costs in a sustainable manner?
Forecasting other operating expenses:
Woolworths ▪ Woolworths has higher operating
expenses relative to the industry
▪ However, Metcash has much lower
operating expenses than Coles,
Wesfarmers (until 2018) and Woolworths
▪ Operating expenses as a percentage of
sales has remained fairly stable since
2016.
Woolworths Investor Centre 2015
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
2011201220132014201520162017201820192020
Operating expense to sales ratio
(2011-2020)
Woolworths Industry
Forecasting Other Operating Expenses
▪ Average operating expense to sales ratio is 21%
– Can assume that this ratio will remain constant
Details ($m) 2021 2022 2023 2024 2025
Operating
Expenses 14,233 14,945 15,692 16,163 16,648
An important digression:
Leases
IFRS 16 (AASB 16)
• Significant impact on lessees
• Has profound impact on commonly reported metrics (e.g.
profitability measures, such as EBIT, EBITDA, net operating
income, etc)
• Changes in the classification of expenses
• More on this in the next slide
• Significant impact on entities that lease assets of significant
value (e.g. airlines, rental cars, heavy machinery, etc)
• Increases the volume of debt on the Balance Sheet
• Also affects debt ratios
• Could trigger loan covenant violations
Lease Classification under IAS 17 and IFRS
16
IAS 17
Operating Lease
Finance Lease
Record lease
rental expense
only
Record lease
asset and liability
and associated
costs
IFRS 16
Record right of use
asset and lease
liability and
associated costs
For most leases
Conceptually
similar
Main differences are for leases previously classified as operating under IAS 17
(AASB 117)
Comparing IFRS 16 with Operating Leases
under IAS 17 (Lessees only)
IAS 17 IFRS 16
Balance Sheet
Assets - Recognise Lease Asset
Liabilities - Recognise Lease Liability
Income Statement
Lease Rental Expense Recognise lease rental
expense
-
Depreciation on Lease Asset - Recognise depreciation on
lease assets
Lease Financing Expense - Recognise financing expense
More operating
assets and
financial
obligations now
Total expense
must be divided
into a
depreciation
component and
an interest
component
Operating cost
Financial expense
How does IFRS 16 affect firm value?
• It does not
• No cash flow effect
• However, there are challenges
owing to:
• The reclassification of
expenses, which affects the
estimation of cash flow from
operations
• Additional debt on the Balance
Sheet
Affects the estimation
of free cash flows –
more on this in Week
10
Adjusting for Leases
Step 1: Add back the lease depreciation expense (along with
the regular depreciation expense) to the after-tax operating
income.
By doing so, we are
also excluding the
interest expense –
more on this in Week
10 and 11
Step 2: Adjust future capital expenditure
Step 3: Adjust the discount rate
Step 4: Include the value of outstanding lease liability in
current debt to estimate the value of equity
Capital expenditure
At the inception of the lease:
Dr Lease Asset
Cr Lease Liability
No cash flow
Dr Cash +
Cr Lease Liability
Dr Lease Asset
Cr Cash
Financing item; excluded from
free cash flow
Capital expenditure; should be
included in free cash flow
Reflects payment towards future
lease assets
Not accounting for this would
overstate the valuation
Leases in Woolworths’ 2020 Annual Report
But what about 2019 (and
before)?
Estimating Lease Assets, Lease Liabilities,
Lease Depreciation and Interest Expense of
Woolworths
Item Assumption
Lease Asset Constant ratio of Lease Asset to
all other Assets (46% in 2020)
Lease Liability (Current) Constant ratio of Current Lease
Liability to all other Current
Liabilities (13% in 2020)
Lease Liability (Non-Current) Work it out as balancing figure –
Total Assets minus Equity and
Total Liabilities excluding Non-
Current Lease Liabilities
Lease Depreciation Constant Lease Depreciation to
Sales Ratio
Lease Financing Cost Constant Lease Interest Expense
to Total Lease Liability
Estimating Lease Assets, Lease Liabilities,
Lease Depreciation and Interest Expense of
Woolworths
Details ($m) 2016 2017 2018 2019 2020
Assets
Lease Asset 10,818 10,606 10,843 10,812 12,062
Liabilities
Short-term lease liability 1,206 1,201 1,233 1,156 1,560
Long-term lease liability 9,611 9,405 9,610 9,656 13,168
Income Statement
Lease Depreciation Expense (1,084) (1,024) (1,059) (1,116) (1,185)
Lease interest expense (472) (462) (473) (471) (642)
Forecasting Expenses 2
Forecasting Lease Depreciation
• Assume that the lease depreciation to sales ratio is 1.86% until
2025
Details ($m) 2021 2022 2023 2024 2025
Lease
Depreciation
Expense 1,261 1,324 1,390 1,432 1,475
Forecasting Interest Expense
• An important expense to forecast
• Interest expense is a financing cost
• It should be added back to net income (with the appropriate tax adjustment), in order to
identify net operating income
• Estimate the interest rate as the ratio of interest expense to average total debt
An important note: Never net off interest income against interest expense – it
could lead to much lower forecasts of interest expense.
Forecasting Interest Expense
▪ Woolworths implied interest rate:
▪ We could consider the average interest rate over the period: 4.96%
▪ Assume that interest rate will be constant at 5%
2016 2017 2018 2019 2020
Finance Cost
($m)
246 194 154 126 201
Short-term Debt
($m)
814 589 675 332 2,111
Long-term Debt
($m)
4,051 2,893 2,260 2,879 970
Implied interest
rate 5.05% 5.57% 5.25% 3.92% 5.00%
Forecasting Taxes
▪ Last Income Statement Item to forecast
▪ Estimate the marginal tax rate
– Ratio of tax expense to pre-tax
income
– Fairly stable for Woolworths (30%)
▪ We shall use this ratio
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
40.00%
45.00%
2016 2017 2018 2019 2020
Marginal Tax Rate
Marginal Tax Rate
Forecasting Lease Depreciation
• Assume that the lease depreciation to sales ratio is 1.86% until
2025
Details ($m) 2021 2022 2023 2024 2025
Lease
Depreciation
Expense 1,261 1,324 1,390 1,432 1,475
Forecasting Interest Expense
• An important expense to forecast
• Interest expense is a financing cost
• It should be added back to net income (with the appropriate tax adjustment), in order to
identify net operating income
• Estimate the interest rate as the ratio of interest expense to average total debt
An important note: Never net off interest income against interest expense – it
could lead to much lower forecasts of interest expense.
Forecasting Interest Expense
▪ Woolworths implied interest rate:
▪ We could consider the average interest rate over the period: 4.96%
▪ Assume that interest rate will be constant at 5%
2016 2017 2018 2019 2020
Finance Cost
($m)
246 194 154 126 201
Short-term Debt
($m)
814 589 675 332 2,111
Long-term Debt
($m)
4,051 2,893 2,260 2,879 970
Implied interest
rate 5.05% 5.57% 5.25% 3.92% 5.00%
Forecasting Taxes
▪ Last Income Statement Item to forecast
▪ Estimate the marginal tax rate
– Ratio of tax expense to pre-tax
income
– Fairly stable for Woolworths (30%)
▪ We shall use this ratio
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
40.00%
45.00%
2016 2017 2018 2019 2020
Marginal Tax Rate
Marginal Tax Rate
Forecasting Assets and
Liabilities
Forecasting Working Capital Accounts
• An important step in the forecasting process
• Working capital is important, as it tells us how the company finances its current liabilities
• Working capital is driven by the length of the operating cycle
• It is a measure of efficiency
• Smaller working capital means that company can generate more sales with relatively fewer
net assets tied up as working capital
• Of course, this could also increase liquidity risk
• Working capital requirements likely to be lined to sales
Forecasting Working Capital Accounts: Cash
• Woolworths has a higher cash to sales ratio than
the industry, on average
• Woolworths seems to have higher cash
reserves than the industry
• Average cash to sales ratio is
approximately 2%
• Can assume that this will remain stable
2021 2022 2023 2024 2025
Cash ($m) 1,356 1,423 1,494 1,539 1,585
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
3.00%
3.50%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Cash to Sales Ratio (2011-2020)
Woolworths Industry
Forecasting Working Capital Accounts:
Receivables
▪ Woolworths has a lower receivables to sales
ratio than the industry
– Woolworths seems to have more
efficient cash collection strategies
than industry
– Average receivables to sales ratio is
approximately 1.35%
– Can assume that this will remain
stable
2021 2022 2023 2024 2025
Receivables
($m) 915 961 1,009 1,039 1,070
0.00%
2.00%
4.00%
6.00%
8.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Receivables to Sales
Woolworths Industry
Forecasting Working Capital Accounts:
Inventories ▪ Inventories to sales ratio is comparable
– Average inventories to sales ratio is
approximately 7.40%
– Can assume that this will remain
stable
2021 2022 2023 2024 2025
Inventories ($m) 5,015 5,266 5,530 5,695 5,866
0.00%
1.00%
2.00%
3.00%
4.00%
5.00%
6.00%
7.00%
8.00%
9.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Inventories to Sales (2011-2020)
Woolworths Industry
Forecasting Working Capital Accounts:
Payables
▪ Payables to Sales ratio is comparable
– Similarity of payables policy
– Average payables to sales ratio is
approximately over the past 5 years
11.65%
– Can assume that this will remain
stable
2021 2022 2023 2024 2025
Payables ($m) 7,896 8,291 8,705 8,966 9,235
0.00%
2.00%
4.00%
6.00%
8.00%
10.00%
12.00%
14.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Payables to Sales
Woolworths Industry
Forecasting Other Current Assets and Other
Current Liabilities
▪ Forecast these items as a percentage of sales
Forecasting Property, Plant and Equipment
(PPE)
▪ A company invests in PPE to generate sales in the future
– PPE should be positively correlated with sales
▪ Efficient use of PPE is important
– Given level of sales generated by a smaller asset base is more efficient
▪ Varies by industry
– Industrial companies need to invest more in PPE than services companies
▪ BHP Billiton has a PPE/Sales ratio of 1.53 for the 2017-18 fiscal year, while Tabcorp Holdings
has a ratio of 0.13
▪ Investment in PPE is usually higher during the early stages of firm life cycle
Forecasting Property, Plant and Equipment
(PPE) ▪ Woolworths has higher PPE to
Sales ratio than industry
– Investment in PPE has not
necessarily translated into higher
profits
– Woolworths plans to cut capital
expenditure in the near future
– Average PPE to sales ratio over
the past five years is approx 15%
▪ Assume 15%
2021 2022 2023 2024 2025
PPE ($m) 10,167 10,675 11,209 11,545 11,891
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
PPE to Sales Ratio (2011-2020)
Woolworths Industry
Forecasting Lease Assets
• The average annual Lease
Growth Rate is quite volatile
• We shall use the
average growth rate of
1.5%
• Similar to the growth
rate of Property, Plant
and Equipment
(1.60%)
2021 2022 2023 2024 2025
Lease Assets
($m) 12,243 12,427 12,613 12,802 12,994
-10.00%
-5.00%
0.00%
5.00%
10.00%
15.00%
2015 2016 2017 2018 2019 2020
Lease Asset Growth Rate
Lease Asset to Sales
Other Non-Current Operating Assets and
Liabilities (to Sales)
▪ Intangibles
▪ Long-term receivables
▪ Deferred Tax Assets/Liabilities
▪ Long-term payables and other NCL
These could be forecast as a percentage of sales
11% for Woolworths
1% for Woolworths
5.00% for Woolworths
Woolworths Projected Operating Assets and
Liabilities
Details ($m) 2021 2022 2023 2024 2025
Receivables 915 961 1,009 1,039 1,070
Inventories 5,015 5,266 5,530 5,695 5,866
PPE 10,167 10,675 11,209 11,545 11,891
Lease Assets 12,878 13,521 14,198 14,623 15,062
Intangibles 7,455 7,828 8,220 8,466 8,720
Other operating
assets 678 712 747 770 793
Total Operating
Assets 37,108 38,963 40,911 42,139 43,403
Payables 7,896 8,291 8,705 8,966 9,235
Other operating
liabilities 3,389 3,558 3,736 3,848 3,964
Total Operating
Liabilities 11,285 11,849 12,442 12,815 13,199
Net Operating
Assets (NOA) 25,823 27,114 28,470 29,324 30,204
Other Financial Assets and Income
▪ Generally represent investments made by companies in shares of associates, and other
companies, and also government and corporate debt
▪ Amounts of such investments vary
▪ Could forecast as a percentage of sales (2.5% for Woolworths)
▪ We would normally forecast financial income as a percentage of financial assets
▪ Very small for Woolworths (< 2% of net income)
▪ Ignore
2021 2022 2023 2024 2025
Other Financial
Assets ($m) 1,694 1,779 1,868 1,924 1,982
Financial Obligations
▪ Financial Obligations relate to choice of capital structure
– How the company chooses to finance its operations
– Advantage of leverage
▪ Week 7
▪ Depends on company’s strategic objectives
– Sometimes companies disclose this in the annual report
▪ Compare with industry
Financial Obligations
▪ There has been a general
reduction in debt in the industry
▪ Woolworths has a similar
pattern to industry
▪ Assume that debt to asset ratio will
remain 15.50% until 2025
2021 2022 2023 2024 2025
Financial
Obligations ($m) 6,224 6,536 6,862 7,068 7,280
Interest Expense
($m) 311 327 343 353 364
0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
2011 2012 2013 2014 2015 2016 2017 2018 2019 2020
Debt to Assets Ratio (2011-2020)
Woolworths Industry
Lease Obligations
▪ We forecast future lease obligations based on the growth rate of lease assets
(1.50%)
▪ Assume that this will remain constant until 2025
▪ Forecast lease interest expense based on an implied interest rate of
4.36%
2021 2022 2023 2024 2025
Lease
Liabilities($m) 14,949 15,173 15,401 15,632 15,866
Lease Interest
Expense ($m) 652 662 671 682 692
Wrapping it up: Pro Forma Income Statements
Wrapping it up: Pro Forma Balance Sheets
Sensitivity Analysis (scenarios)
• Forecasts should be done with more than one possible set of assumptions in
mind.
• Main scenario (more likely): is the more likely scenario
(neither upside nor downside)
• Upside case (optimistic): improvement in global economy
increases demand for steel and at the same time Australian
dollar becomes weak
• Downside case (pessimistic): international and domestic
demand does not increase, which results in further decline in
BlueScope’s overall performance
Management Forecasts
and Analyst Forecasts
Importance of management earnings
forecast
• Management earnings forecasts are an important example of corporate
financial disclosure.
• Management forecasts have information content and influence stock prices by
reducing information asymmetry (Pownall, Wasley and Waymire, 1993; Nagar,
Nanda and Wysocki, 2003)
• Ajinkya and Gift (1984) suggest that managers issue voluntary earnings
forecasts to help align the market’s earnings expectations with their own
earnings expectations.
• Skinner (1994) finds that voluntary management earnings forecasts are more
likely to occur when there are large negative earnings surprises. He attributes
this to high litigation costs.
Importance of management earnings
forecast (continued)
• Information asymmetries are likely to be greater in firms with high growth
options
• Where the management earnings forecast implies good news, not achieving
such forecast could expose management to loss of reputation or even litigation
(Kasznik and Lev, 1995)
Analyst Forecasts
• Role of information intermediary (Analysts)
• Why do analysts forecasts earnings?
• Are analysts forecasts similar to management earnings forecasts?
• Analysts earnings forecasts have a key advantage
• More data sources for comparison

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Seminar 8 Forecasting.pptx

  • 1. Sandip Dhole 14 April, 2021 Seminar 8 Forecasting Monash University, Caulfield
  • 2. Valuation Flow Chart Forecast Earnings quality and accounting analysis Business analysis  Macroeconomic and other external macro factor analysis  Industry analysis  Business strategy analysis Capital market analysis  Ownership  Information environment  Information disclosure  Liquidity  Information analysis Financial analysis Valuation Management quality & Corporate governance analysis  Management quality  Internal CG  External CG Risk analysis & discount rate
  • 3. Discounted Cash Flow Valuation approaches Unknown parameters Need to be estimated Importance of Forecasting
  • 4. Forecasting How a Firm’s Drivers will be Different from the Typical Pattern • The tension between the forces of competition and the firm’s responses to those forces: challenge and counter challenge • Firms challenge other firms: • Product price reduction • Product innovation • Lower production costs • Imitation of successful firms • Entering industries where firms are earning abnormal profits
  • 5. Forecasting How a Firm’s Drivers will be Different from the Typical Pattern (continued) • Firms counter challenge: • Brand creation • Patent protection • Managing consumer expectations • Alliances and agreements with competitors, suppliers and firms with related technology • Exploiting first-mover advantages • Mergers • Creating superior production and marketing technologies • Creating economies of scale that are difficult to replicate • Creating a technological standard that consumers and other firms must tie into • Government protection
  • 7. What to forecast? • In order to forecast free cash flow (or residual earnings), we need to forecast variables that determine those numbers • We need to forecast revenues and expenses • We need to forecast balance sheet accounts
  • 8. Woolworths (2020) Income Statement • Should we forecast each of these line items? • More “accurate” forecast of income and FCF, if different revenue/expenses grow at different rates • More scope of error • Parsimony • Fewer the parameters, the more control we have over the valuation • No valuation is “perfect”
  • 9. What to forecast? Source: Equity Valuation and Analysis, 3e (Lundholm and Sloan)
  • 10. Approach to forecasting • A comprehensive approach to forecasting almost always starts with forecasting sales. • Forecast growth rate of sales: • Then working capital accounts • Investment in PPE follow the growth in sales closely. • Past performance is used to understand the behavior of key measures such as sales or earnings. • Studying the time series of measures such as earnings can provide insights into trends for future performance. • Measures from prior periods and cross sectional analysis provide benchmarks to compare and forecast.
  • 11. Focus on Key Drivers • Some firms have one or two drivers that analysts focus on.
  • 13. Forecasting Sales • Sales growth is a very important driver of value • Companies grow by increasing sales and/or reducing costs (more difficult) • Sales (and profit) growth mean reverts
  • 14. Driver Change Pattern: Sales Growth Australian Companies (2010-2020) Source: Compustat Global -1 -0.5 0 0.5 1 1.5 2 2010 2011 2012 2015 2016 2017 2018 2019 2020 Median Annual Sales Growth Quintile 1 Quintile 2 Quintile 3 Quintile 4 Quintile 5
  • 15. Forecasting Sales Growth Source: Equity Valuation and Analysis, 3e (Lundholm and Sloan) • Demand for luxury goods decreases during economic recession • This affects companies that sell luxury such products Macro-economic factors affect industry sales • Sales growth is slower in a more mature industry Maturity of the industry affects industry sales
  • 16. Woolworths Sales Growth (2011-2020) ▪ Average Annual Growth Rates: – WOW (2011- 2020): 2.18% – Industry (2011- 2020): 1.55% -10.00% -8.00% -6.00% -4.00% -2.00% 0.00% 2.00% 4.00% 6.00% 8.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Annual Sales Growth (2011-2020) Woolworths Industry
  • 17. Why is Australian Consumer Staples Sales falling? The demand for consumer staples per person is fairly stable However, the total demand for consumer staples depends upon: • Population growth • Australian population growth is currently 1.5% • 62.5% of the population growth driven by net migration into Australia • Rate of migration has declined in the last 15 years • Ageing population • Mean age of Australian population has increased from 29.6 years in 1981 to 38.7 years in 2017 All statistics based on data from Australian Bureau of Statistics
  • 18. US Grocery Sales Growth (2011-2020) Source: Compustat North America -5% 0% 5% 10% 15% 20% 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Sales Growth Sales Growth
  • 19. Some strategies that Woolworths has put in place • Lowering prices to compete better with Coles and Aldi • Woolworths has been generating faster sales growth than Coles since 2016/17 • Focus on improving customer experience • How will these strategies help Woolworths grow sales? • More specifically, what sales growth can Woolworths achieve: • In the near term • In the long-term • Performance improvement since 2018: • 2.5% growth in the first half of the 2018-19 fiscal year • Sale of petrol business in 2019 • Planned closure of poorly performing Big W stores
  • 20. Forecast horizon • Forecast window: number of years of forecast • Terminal year is the year beyond which the growth rate is constant • Usually we have the actual balance sheet at the beginning of the forecast horizon. • So need to forecast the condensed income statement for the first year in the forecast horizon. • The actual balance sheet and the first year forecast of income statement, allows us to arrive at the forecast of condensed balance sheet at the end of the first year in forecast horizon, and so on for the following years.
  • 21. Forecast Horizon: Kimberley-Clark Corp and Chevron Corp (2000-2018)
  • 22. Assumptions and issues in forecasts • Assumptions made should be clearly outlined for each of the forecast items • Important issues underlying basis of assumptions can include the following: • Growth rate in revenue • Key KPIs used in the forecast period • Forecast horizon – how many years of forecast?
  • 23. Forecasting Sales Growth for Woolworths ▪ Assumption: – Sales will grow at 6.15% in 2021, 5% in 2022 and 2023, and thereby grow at 3% until 2025. Details ($m) 2021 2022 2023 2024 2025 Revenue 67,777 71,166 74,724 76,966 79,275 Based on 2020 figures Question: 1. Is the above the “best” estimate of sales growth? 2. How will sales grow after 2025? 3. Why do we project sales until 2025? Need to make assumptions about terminal (or continuing) growth rate Forecasts are always for finite horizons This is based on operating and other revenue. Normally, you would forecast other revenue separately. Here we do not separate them, since other revenue is a very small part of total revenue.
  • 25. Forecasting Cost of Goods Sold ▪ Assume that GP margin will be 30% until 2025. Details ($m) 2021 2022 2023 2024 2025 Revenue 67,777 71,166 74,724 76,966 79,275 COGS 47,444 49,816 52,307 53,876 55,492 Gross Profit 20,333 21,350 22,417 23,090 23,782 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 35.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Gross Margin Woolworths Industry
  • 26. Forecasting Depreciation and Amortisation • An important expense to forecast • It is necessary to forecast depreciation, since it is a non-cash expense and has to be accounted for, when estimating free cash flow • Depreciation expense would depend upon company life cycle and industry growth • Growth companies and companies in growing industries would typically invest actively in non-current assets • Higher depreciation expenses • Mature companies would tend to have more stable asset bases • They would be in steady state • Replenishing assets as they wear out • Steady depreciation rates
  • 27. Forecasting Depreciation and Amortisation ▪ Woolworths has a steady 2% depreciation to sales ratio – The industry average is between 1.7-1.8% – Can assume constant rate Details ($m) 2021 2022 2023 2024 2025 Depreciation and amortisation 1,356 1,423 1,494 1,539 1,585 Details 2016 2017 2018 2019 2020 Depreciation to Sales (%) 1.75% 1.84% 1.94% 2.04% 2.00%
  • 28. Forecasting other operating expenses • Operating expenditures are important to forecast • They are expenses incurred by the business to generate sales • Comparison with the industry is important • Comparison enables us to analyse whether the company is generating comparable margins and identifying where it has a competitive advantage over competitors • Recall that the focus of cost leadership is to minimise costs in a sustainable manner • Important to identify whether the company has any cost management systems in place • Any cost cutting schemes? • How likely are they to minimise costs in a sustainable manner?
  • 29. Forecasting other operating expenses: Woolworths ▪ Woolworths has higher operating expenses relative to the industry ▪ However, Metcash has much lower operating expenses than Coles, Wesfarmers (until 2018) and Woolworths ▪ Operating expenses as a percentage of sales has remained fairly stable since 2016. Woolworths Investor Centre 2015 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 2011201220132014201520162017201820192020 Operating expense to sales ratio (2011-2020) Woolworths Industry
  • 30. Forecasting Other Operating Expenses ▪ Average operating expense to sales ratio is 21% – Can assume that this ratio will remain constant Details ($m) 2021 2022 2023 2024 2025 Operating Expenses 14,233 14,945 15,692 16,163 16,648
  • 32. IFRS 16 (AASB 16) • Significant impact on lessees • Has profound impact on commonly reported metrics (e.g. profitability measures, such as EBIT, EBITDA, net operating income, etc) • Changes in the classification of expenses • More on this in the next slide • Significant impact on entities that lease assets of significant value (e.g. airlines, rental cars, heavy machinery, etc) • Increases the volume of debt on the Balance Sheet • Also affects debt ratios • Could trigger loan covenant violations
  • 33. Lease Classification under IAS 17 and IFRS 16 IAS 17 Operating Lease Finance Lease Record lease rental expense only Record lease asset and liability and associated costs IFRS 16 Record right of use asset and lease liability and associated costs For most leases Conceptually similar Main differences are for leases previously classified as operating under IAS 17 (AASB 117)
  • 34. Comparing IFRS 16 with Operating Leases under IAS 17 (Lessees only) IAS 17 IFRS 16 Balance Sheet Assets - Recognise Lease Asset Liabilities - Recognise Lease Liability Income Statement Lease Rental Expense Recognise lease rental expense - Depreciation on Lease Asset - Recognise depreciation on lease assets Lease Financing Expense - Recognise financing expense More operating assets and financial obligations now Total expense must be divided into a depreciation component and an interest component Operating cost Financial expense
  • 35. How does IFRS 16 affect firm value? • It does not • No cash flow effect • However, there are challenges owing to: • The reclassification of expenses, which affects the estimation of cash flow from operations • Additional debt on the Balance Sheet Affects the estimation of free cash flows – more on this in Week 10
  • 36. Adjusting for Leases Step 1: Add back the lease depreciation expense (along with the regular depreciation expense) to the after-tax operating income. By doing so, we are also excluding the interest expense – more on this in Week 10 and 11 Step 2: Adjust future capital expenditure Step 3: Adjust the discount rate Step 4: Include the value of outstanding lease liability in current debt to estimate the value of equity
  • 37. Capital expenditure At the inception of the lease: Dr Lease Asset Cr Lease Liability No cash flow Dr Cash + Cr Lease Liability Dr Lease Asset Cr Cash Financing item; excluded from free cash flow Capital expenditure; should be included in free cash flow Reflects payment towards future lease assets Not accounting for this would overstate the valuation
  • 38. Leases in Woolworths’ 2020 Annual Report But what about 2019 (and before)?
  • 39. Estimating Lease Assets, Lease Liabilities, Lease Depreciation and Interest Expense of Woolworths Item Assumption Lease Asset Constant ratio of Lease Asset to all other Assets (46% in 2020) Lease Liability (Current) Constant ratio of Current Lease Liability to all other Current Liabilities (13% in 2020) Lease Liability (Non-Current) Work it out as balancing figure – Total Assets minus Equity and Total Liabilities excluding Non- Current Lease Liabilities Lease Depreciation Constant Lease Depreciation to Sales Ratio Lease Financing Cost Constant Lease Interest Expense to Total Lease Liability
  • 40. Estimating Lease Assets, Lease Liabilities, Lease Depreciation and Interest Expense of Woolworths Details ($m) 2016 2017 2018 2019 2020 Assets Lease Asset 10,818 10,606 10,843 10,812 12,062 Liabilities Short-term lease liability 1,206 1,201 1,233 1,156 1,560 Long-term lease liability 9,611 9,405 9,610 9,656 13,168 Income Statement Lease Depreciation Expense (1,084) (1,024) (1,059) (1,116) (1,185) Lease interest expense (472) (462) (473) (471) (642)
  • 42. Forecasting Lease Depreciation • Assume that the lease depreciation to sales ratio is 1.86% until 2025 Details ($m) 2021 2022 2023 2024 2025 Lease Depreciation Expense 1,261 1,324 1,390 1,432 1,475
  • 43. Forecasting Interest Expense • An important expense to forecast • Interest expense is a financing cost • It should be added back to net income (with the appropriate tax adjustment), in order to identify net operating income • Estimate the interest rate as the ratio of interest expense to average total debt An important note: Never net off interest income against interest expense – it could lead to much lower forecasts of interest expense.
  • 44. Forecasting Interest Expense ▪ Woolworths implied interest rate: ▪ We could consider the average interest rate over the period: 4.96% ▪ Assume that interest rate will be constant at 5% 2016 2017 2018 2019 2020 Finance Cost ($m) 246 194 154 126 201 Short-term Debt ($m) 814 589 675 332 2,111 Long-term Debt ($m) 4,051 2,893 2,260 2,879 970 Implied interest rate 5.05% 5.57% 5.25% 3.92% 5.00%
  • 45. Forecasting Taxes ▪ Last Income Statement Item to forecast ▪ Estimate the marginal tax rate – Ratio of tax expense to pre-tax income – Fairly stable for Woolworths (30%) ▪ We shall use this ratio 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 35.00% 40.00% 45.00% 2016 2017 2018 2019 2020 Marginal Tax Rate Marginal Tax Rate
  • 46. Forecasting Lease Depreciation • Assume that the lease depreciation to sales ratio is 1.86% until 2025 Details ($m) 2021 2022 2023 2024 2025 Lease Depreciation Expense 1,261 1,324 1,390 1,432 1,475
  • 47. Forecasting Interest Expense • An important expense to forecast • Interest expense is a financing cost • It should be added back to net income (with the appropriate tax adjustment), in order to identify net operating income • Estimate the interest rate as the ratio of interest expense to average total debt An important note: Never net off interest income against interest expense – it could lead to much lower forecasts of interest expense.
  • 48. Forecasting Interest Expense ▪ Woolworths implied interest rate: ▪ We could consider the average interest rate over the period: 4.96% ▪ Assume that interest rate will be constant at 5% 2016 2017 2018 2019 2020 Finance Cost ($m) 246 194 154 126 201 Short-term Debt ($m) 814 589 675 332 2,111 Long-term Debt ($m) 4,051 2,893 2,260 2,879 970 Implied interest rate 5.05% 5.57% 5.25% 3.92% 5.00%
  • 49. Forecasting Taxes ▪ Last Income Statement Item to forecast ▪ Estimate the marginal tax rate – Ratio of tax expense to pre-tax income – Fairly stable for Woolworths (30%) ▪ We shall use this ratio 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 35.00% 40.00% 45.00% 2016 2017 2018 2019 2020 Marginal Tax Rate Marginal Tax Rate
  • 51. Forecasting Working Capital Accounts • An important step in the forecasting process • Working capital is important, as it tells us how the company finances its current liabilities • Working capital is driven by the length of the operating cycle • It is a measure of efficiency • Smaller working capital means that company can generate more sales with relatively fewer net assets tied up as working capital • Of course, this could also increase liquidity risk • Working capital requirements likely to be lined to sales
  • 52. Forecasting Working Capital Accounts: Cash • Woolworths has a higher cash to sales ratio than the industry, on average • Woolworths seems to have higher cash reserves than the industry • Average cash to sales ratio is approximately 2% • Can assume that this will remain stable 2021 2022 2023 2024 2025 Cash ($m) 1,356 1,423 1,494 1,539 1,585 0.00% 0.50% 1.00% 1.50% 2.00% 2.50% 3.00% 3.50% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Cash to Sales Ratio (2011-2020) Woolworths Industry
  • 53. Forecasting Working Capital Accounts: Receivables ▪ Woolworths has a lower receivables to sales ratio than the industry – Woolworths seems to have more efficient cash collection strategies than industry – Average receivables to sales ratio is approximately 1.35% – Can assume that this will remain stable 2021 2022 2023 2024 2025 Receivables ($m) 915 961 1,009 1,039 1,070 0.00% 2.00% 4.00% 6.00% 8.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Receivables to Sales Woolworths Industry
  • 54. Forecasting Working Capital Accounts: Inventories ▪ Inventories to sales ratio is comparable – Average inventories to sales ratio is approximately 7.40% – Can assume that this will remain stable 2021 2022 2023 2024 2025 Inventories ($m) 5,015 5,266 5,530 5,695 5,866 0.00% 1.00% 2.00% 3.00% 4.00% 5.00% 6.00% 7.00% 8.00% 9.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Inventories to Sales (2011-2020) Woolworths Industry
  • 55. Forecasting Working Capital Accounts: Payables ▪ Payables to Sales ratio is comparable – Similarity of payables policy – Average payables to sales ratio is approximately over the past 5 years 11.65% – Can assume that this will remain stable 2021 2022 2023 2024 2025 Payables ($m) 7,896 8,291 8,705 8,966 9,235 0.00% 2.00% 4.00% 6.00% 8.00% 10.00% 12.00% 14.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Payables to Sales Woolworths Industry
  • 56. Forecasting Other Current Assets and Other Current Liabilities ▪ Forecast these items as a percentage of sales
  • 57. Forecasting Property, Plant and Equipment (PPE) ▪ A company invests in PPE to generate sales in the future – PPE should be positively correlated with sales ▪ Efficient use of PPE is important – Given level of sales generated by a smaller asset base is more efficient ▪ Varies by industry – Industrial companies need to invest more in PPE than services companies ▪ BHP Billiton has a PPE/Sales ratio of 1.53 for the 2017-18 fiscal year, while Tabcorp Holdings has a ratio of 0.13 ▪ Investment in PPE is usually higher during the early stages of firm life cycle
  • 58. Forecasting Property, Plant and Equipment (PPE) ▪ Woolworths has higher PPE to Sales ratio than industry – Investment in PPE has not necessarily translated into higher profits – Woolworths plans to cut capital expenditure in the near future – Average PPE to sales ratio over the past five years is approx 15% ▪ Assume 15% 2021 2022 2023 2024 2025 PPE ($m) 10,167 10,675 11,209 11,545 11,891 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 35.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 PPE to Sales Ratio (2011-2020) Woolworths Industry
  • 59. Forecasting Lease Assets • The average annual Lease Growth Rate is quite volatile • We shall use the average growth rate of 1.5% • Similar to the growth rate of Property, Plant and Equipment (1.60%) 2021 2022 2023 2024 2025 Lease Assets ($m) 12,243 12,427 12,613 12,802 12,994 -10.00% -5.00% 0.00% 5.00% 10.00% 15.00% 2015 2016 2017 2018 2019 2020 Lease Asset Growth Rate Lease Asset to Sales
  • 60. Other Non-Current Operating Assets and Liabilities (to Sales) ▪ Intangibles ▪ Long-term receivables ▪ Deferred Tax Assets/Liabilities ▪ Long-term payables and other NCL These could be forecast as a percentage of sales 11% for Woolworths 1% for Woolworths 5.00% for Woolworths
  • 61. Woolworths Projected Operating Assets and Liabilities Details ($m) 2021 2022 2023 2024 2025 Receivables 915 961 1,009 1,039 1,070 Inventories 5,015 5,266 5,530 5,695 5,866 PPE 10,167 10,675 11,209 11,545 11,891 Lease Assets 12,878 13,521 14,198 14,623 15,062 Intangibles 7,455 7,828 8,220 8,466 8,720 Other operating assets 678 712 747 770 793 Total Operating Assets 37,108 38,963 40,911 42,139 43,403 Payables 7,896 8,291 8,705 8,966 9,235 Other operating liabilities 3,389 3,558 3,736 3,848 3,964 Total Operating Liabilities 11,285 11,849 12,442 12,815 13,199 Net Operating Assets (NOA) 25,823 27,114 28,470 29,324 30,204
  • 62. Other Financial Assets and Income ▪ Generally represent investments made by companies in shares of associates, and other companies, and also government and corporate debt ▪ Amounts of such investments vary ▪ Could forecast as a percentage of sales (2.5% for Woolworths) ▪ We would normally forecast financial income as a percentage of financial assets ▪ Very small for Woolworths (< 2% of net income) ▪ Ignore 2021 2022 2023 2024 2025 Other Financial Assets ($m) 1,694 1,779 1,868 1,924 1,982
  • 63. Financial Obligations ▪ Financial Obligations relate to choice of capital structure – How the company chooses to finance its operations – Advantage of leverage ▪ Week 7 ▪ Depends on company’s strategic objectives – Sometimes companies disclose this in the annual report ▪ Compare with industry
  • 64. Financial Obligations ▪ There has been a general reduction in debt in the industry ▪ Woolworths has a similar pattern to industry ▪ Assume that debt to asset ratio will remain 15.50% until 2025 2021 2022 2023 2024 2025 Financial Obligations ($m) 6,224 6,536 6,862 7,068 7,280 Interest Expense ($m) 311 327 343 353 364 0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 Debt to Assets Ratio (2011-2020) Woolworths Industry
  • 65. Lease Obligations ▪ We forecast future lease obligations based on the growth rate of lease assets (1.50%) ▪ Assume that this will remain constant until 2025 ▪ Forecast lease interest expense based on an implied interest rate of 4.36% 2021 2022 2023 2024 2025 Lease Liabilities($m) 14,949 15,173 15,401 15,632 15,866 Lease Interest Expense ($m) 652 662 671 682 692
  • 66. Wrapping it up: Pro Forma Income Statements
  • 67. Wrapping it up: Pro Forma Balance Sheets
  • 68. Sensitivity Analysis (scenarios) • Forecasts should be done with more than one possible set of assumptions in mind. • Main scenario (more likely): is the more likely scenario (neither upside nor downside) • Upside case (optimistic): improvement in global economy increases demand for steel and at the same time Australian dollar becomes weak • Downside case (pessimistic): international and domestic demand does not increase, which results in further decline in BlueScope’s overall performance
  • 70. Importance of management earnings forecast • Management earnings forecasts are an important example of corporate financial disclosure. • Management forecasts have information content and influence stock prices by reducing information asymmetry (Pownall, Wasley and Waymire, 1993; Nagar, Nanda and Wysocki, 2003) • Ajinkya and Gift (1984) suggest that managers issue voluntary earnings forecasts to help align the market’s earnings expectations with their own earnings expectations. • Skinner (1994) finds that voluntary management earnings forecasts are more likely to occur when there are large negative earnings surprises. He attributes this to high litigation costs.
  • 71. Importance of management earnings forecast (continued) • Information asymmetries are likely to be greater in firms with high growth options • Where the management earnings forecast implies good news, not achieving such forecast could expose management to loss of reputation or even litigation (Kasznik and Lev, 1995)
  • 72. Analyst Forecasts • Role of information intermediary (Analysts) • Why do analysts forecasts earnings? • Are analysts forecasts similar to management earnings forecasts? • Analysts earnings forecasts have a key advantage • More data sources for comparison