MSC Induction 2010 - Intermediate Excel Exercises

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    MSc Induction 2010 - Introduction to Basic

    Students will have a wide range of Excel skills. Theare intended to ensure that all students acquire mi

    skills that essential for all post graduate studies.To keep your own copy of the spreadsheet, save itwhich is your own filespace.

    Good Excel skills will help you throughout the courquantitative material, and to complete courseworkgood Excel skills are an essential ingredient for a s

    For those who are already competent in Excel, theintroduce some of the key concepts in investment,which you will need to know.

    Excel has enormous capabilities. It is impossible toit can do in a few hours . However, these exercisesto get started: after that, the best way to learn is t

    functions if you have a problem. Often, a Google san answer. For example, try Googling "portfolio op

    This spreadsheet is laid out for self-completion atare getting through it very quickly, perhaps you cowho need some help.

    This is the first year we have run Excel inductions i

    suggestions for improvement would be most welco

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    Intermediate Excel

    se hands-on exercisesnimum data analysis

    into the U: drive,

    e to keep up with. More importantly,ccessful career.

    exercises alsoand simple statistics,

    teach you everythingwill give you enoughuse the built-in Help

    arch will also produceimization in excel".

    our own speed. If youuld find classmates

    n this format,

    me.

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    The SpreadsheetA spreadsheet is a grid of cells. Each cell is uniquely identified by it cell address

    You move the cursor around the spreadsheet by pointing and clicking with the m

    Other keys and combinations also move around the sheet - Home to the top left

    Entering Data and TextYou put information into a cell by highlighting with the cursor, typing numbers o

    Enter the text / data in the green block into the blue block

    UK Total Return % pa

    Year Property Equities Bonds

    2005 19.1 22.0 7.4

    2006 18.1 16.8 -0.1

    2007 -3.4 5.3 6.4

    2008 -22.1 -29.9 15.0

    2009 3.5 30.1 -0.3

    Source: IPD, Ecowin

    Data Formats

    Data entries can be shown in a variety of formats - including the number of deci

    Right-Click on a cell and pick Format Cells to see the range of options. You can c

    Or you can pick some formats directly from the buttons on the Excel Home ribboOr you can enter cells directly in currency by putting a or $ or at the front of

    Plus from Format Cells or the ribbon you can change the appearance of many fe

    Data formats - format the blue cells so they look the same as the green

    10.67 10.67 10.67 11 0.11 10.67% 11%

    10.67 10.67 10.67 10.67 0.11 0.11 0.11

    Cell appearance - format the blue cells so they look like the row above:

    Cass Cass Cass Cass

    Cass Cass Cass Cass

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    Cell ranges, copy and move

    Actions like formatting can be applied to blocks of cells at the same time.

    Plus you can copy or move individual cells or blocks of cells to other locations, u

    or Excel keyboard shortcuts Ctrl-C to copy Ctrl-V to paste, Ctrl-X Ctrl V to move.To select a block of cells, place the cursor in a corner of the block then Left-Click

    or hold down Shift and use the Arrow keys to highlight the block.

    Format the table on the right so it looks like the one below

    Total Return % pa Total Ret

    Year Property Equities Bonds Year Property

    2005 19.1 22 7.4 2005 19.1

    2006 18.1 16.8 -0.1 2006 18.1

    2007 -3.4 5.3 6.4 2007 -3.4

    2008 -22.1 -29.9 15 2008 -22.1

    2009 3.5 30.1 -0.3 2009 3.5

    Average 3.0 8.9 5.7 Average 3.04

    Source: IPD, Datastream Source: IPD, Datastr

    Then copy the table above to here And move the tab

    There is much more you can do with formatting, including using built-in styles or

    Explore the options on the Home Ribbon, and look at Cell Styles for examples.

    Note you can also copy or move different attributes of c

    And Format Painter on the Home Ribbon copies formats from one cell to others.

    And you can repeat an effect such as changing format by hitting F4.

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    You could have done all the formatting tasks above by u

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    - the column (letters across the top) and row (numbers down the side).

    ouse, or using the up/ down arrows or page up / down on the keyboard

    , Ctrl-arrow to the end of the current block of entries etc

    text, then hitting Enter, Up / Down arrows etc

    al places shown, as currency values, in percentage format

    hange the format of the current cell by from the menu.

    n.a number, as a percentage by putting a % after a number.

    tures of the entry - size and colour of text, alignment, cell background, borders around c

    cells: use either R-Click Format Cells, or buttons from the Ribbon

    5/21/2011 21May2011 May

    5/21/2011 5/21/2011 5/21/2011

    use either R-Click | Format Cells, or buttons from the ribbon

    Cass

    Cass

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    ing the Cut-Copy-Paste buttons on the Home Ribbon

    & Drag to highlight the block

    rn % pa

    Equities Bonds

    22 7.4

    16.8 -0.1

    5.3 6.4

    -29.9 15

    30.1 -0.3

    8.86 5.68

    eam

    le above to here

    creating own.

    lls - formulas, values, formatting - using Right-Click Paste Sp

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    sing the Format Painter from the Home ribbon, or Copy | Righ

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    ells etc

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    cial.

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    -Click | Paste Special | Formats.

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    Arithmetic CalculationsThe primary purpose of a spreadsheet is to perform calculations. Within a simple

    power from the ability to repeat and replicate calculations.

    This section uses only basic arithmetic, and introduces the basic ideas of cell ref

    The Arithmetic OperatorsThe four basic operators

    Add Subtract Multiply Divide

    Are entered using the Excel keys

    + - * /

    A calculation can be entered directly into a cell by typing the arithmetic

    So typing "+5+12+16/2" into a cell gives

    But most often you produce calculated results from existing cells by using cell re

    To calculate a result

    put the cursor in the target cell and start the calculation by typing = o

    add the cell references by typing in the Column / Row reference

    or moving the cursor to the required cell after each operator using the

    Do each of the following calculations

    15 15 15 15

    5 5 5 5

    Order of calculation

    Excel follows the standard rules for which operators are calculated first in a strin

    The rule is calculate all multiplications and divisions, working from the left

    Then calculate all additions and subtractions, working from the left

    For example, calculate the string "+3+6x5+4/2-7" using the numbers i

    = + x + / -

    3 6 5 4 2 7

    Note that doing multiplications and divisions first, this is worked out as 3 + 30 +

    Add15+5

    Subtract15-5

    Multiply15x5

    Divide 15/5

    Total forRow

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    If you do not want to follow the natural order of operations,

    you have to indicate which parts of the calculation you want done first by includi

    For example, calculate the string "(3+6)x(5+4)/(2-7)" using the numbe

    = + x + / -

    3 6 5 4 2 7

    Note that with the brackets calculated first, this is worked out as 9 x 9 / -5 = 9 x

    And calculate the string "=((3+6)x5)+(4/(2-7))" using the numbers in t

    = + x + / -

    3 6 5 4 2 7

    Now the calculation is being worked out as (9 x 5) + (4 / -5) = 45 - 0.8

    Powers and roots

    Beyond the basic arithmetic, we can also calculate powers, square roots and oth

    To raise a cell reference ColRow to the power n, type reference ColRow^n

    For roots type reference ColRow^(1/n) - note the brackets round the division bit

    Calculate each of the following

    Squared

    3 10 3.5 9 27

    Repeated calculations by copying formulae

    The power of spreadsheets starts to work when you have to repeat the same cal

    on a large number of cells. Say I have the list of properties shown below:

    with their values at the last two year ends

    and their rental income, service charges and costs through the yearI need to calculate my rates of return for each one which is:

    Income Return = (Rental Income + Service Charges - Costs)/Capital Va

    Capital Growth = (Capital Value 2009 - Capital Value 2008)/Capital Val

    Total Return = Income Return + Capital Growth

    ie my total income through the year plus gain in capital value divided

    to thePower 4

    to thePower 12

    squareroot

    4th rootof

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    Calculate returns for property 1 by putting the correct formulae in the

    Note the return on the portfolio is worked out by applying the return ca

    These are fairly typical returns for a set of UK buildings.

    Prop # Capital Value 000 2009 000

    2008 2009 Rental IncService C Costs1 1881 1966 144.8 73.4 30.1

    2 552 509 40.3 8.8 12.1

    3 1842 1512 105.0 18.4 38.7

    4 1859 1608 78.1 27.9 27.9

    5 1296 1072 90.7 46.7 15.6

    6 1756 2221 110.6 12.3 40.4

    7 656 585 38.0 19.7 19.0

    8 838 1066 46.9 23.5 25.1

    9 694 858 40.3 15.3 11.8

    10 1305 1533 83.5 36.5 14.4

    Total 12679 12930 778 282 235

    Pinning cells - relative and absolute references

    In the last example, the cell references in the formula changed automatically as

    Sometimes you want to apply an input from one cell to a range of cells.

    To do this, "fix" or "pin" the cell reference by putting $ signs in front of the colu

    The $ signs can either be typed as you enter the pinned cell address, or hit F4 wi

    You can pin both the row and column, so the same cell is used when the formula

    In the blue cells, calculate the yellow cells multiplied by the green cell.

    10.76

    1 2 3 42 3 4 5

    3 4 5 6

    4 5 6 7

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    In the blue cells, calculate the cells in each column multiplied by the gr

    1 2 3 4

    2 3 4 53 4 5 6

    4 5 6 7

    In the blue cells, calculate the cells in each row multiplied by the green

    1 2 3 4

    2 3 4 5

    3 4 5 6

    4 5 6 7

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    grid structure, it gains its

    rencing and copying calculations.

    ferences

    +

    mouse or arrow keys

    of calculations

    green cells

    2 -7

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    ng them in brackets

    s in the green cells

    -1.8

    e green cells

    r roots

    ulation

    lue 2008

    ue 2008

    y initial capital value

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    lue cells, then copy them down into the boxes.

    lculations for the sum of all properties in row 90.

    Income R Capital GrTotal Return %

    you copied down.

    n and row.

    th the cursor over the cell

    is copied across or down

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    en cells in the top row

    cells in the left column

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    FunctionsExcel has many built-in functions which do more complicated calculations for you.

    To see the complete list of functions, click the fx button in the entry bar above,

    or Insert Function from the Formulas ribbon.

    Functions also do other things, like conditional tests, sorting out data.

    To use a function:

    Put the cursor in the cell where you want the result of the function to appear.

    if you know the name of the function, type =name, Excel will start to lis

    or you can look up a function from the fx button or Formulas Insert Fun

    typically, you complete a function by entering cell references, often sep

    When the function name has been typed Excel provides hints as to what should b

    or you can bring up a box with more information on how to fill out the function by

    Getting help with a function

    Note the link for help on this function which gives more explanation and worked e

    (It is usually best to use the "Offline help from this computer" section of the help.

    As an example, the block below contains a set of numbers, with simple statistics

    -12 16 -3 7 9 22 Calculat

    -9 -28 9 -45 -22 23

    Type =functionname then Ctrl-A to see a full set of entri

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    13 9 37 55 8 49

    75 -13 38 -47 -22 -29

    0 -22 -46 71 33 -48

    0 -45 -3 30 42 -27

    8 -20 -1 13 36 36

    -29 -29 52 50 38 -23 Uses vari58 -32 66 -22 37 -6

    26 -12 71 -30 45 25

    -36 71 -35 57 44 63

    Logical functions

    Functions include the logic tests IF, AND, OR, NOT

    You can use these to construct calculations which vary with values in the input ce

    A cell has this formula

    -1 0 =IF(C54>=0,1,0) Shows zero if yello

    1 1 1 =IF(AND(C56>=0,D56>=0),1,0Shows 1 if both yell

    5 5 =IF(C58>=0,D58,"") Shows value of yell

    These conditional tests can be combined with logic statements to vary results if t

    10 15 25=IF(AND(C60>=0,D60>=0),C60+D60,"")Adds yell

    Exercise in Functions, Conditional Statements & Logic

    Using the cells below and the blank space to the right, answer

    for each asset class, in what % of years have returns b

    for each asset class, what has been the average retur

    in how many years have property returns been above

    UK Total Return by Asset Class % pa

    Property Equities Bonds T Bill

    1947 0.7 -2.3 -14.3 0.5 9.1

    1948 -6.5 -3.8 0.7 0.5 7.8

    1949 -0.4 -5.8 -8.9 0.5 13.1

    1950 14.3 10.9 4.0 0.5 0.3

    For example, change the values in the yellow cells to see how results cha

    InflationRPI

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    1951 1.2 8.5 -9.6 0.5 15.9

    1952 -2.6 -0.1 -0.8 2.1 9.1

    1953 7.0 24.2 14.0 2.4 -6.3

    1954 10.6 48.6 6.1 1.9 2.4

    1955 0.7 10.9 -10.1 3.5 5.1

    1956 6.1 -9.0 -3.2 5.0 4.91957 2.6 -1.1 -6.2 5.0 3.5

    1958 8.1 47.9 17.0 5.1 3.4

    1959 11.1 54.8 0.9 3.4 0.6

    1960 9.8 1.8 -7.0 5.0 1.0

    1961 6.3 1.7 -8.1 5.1 3.5

    1962 6.9 0.4 24.7 4.5 4.2

    1963 10.3 19.9 3.7 3.8 2.0

    1964 8.3 -5.4 -2.3 4.4 3.3

    1965 4.7 11.4 4.4 6.3 4.8

    1966 3.2 -4.0 4.2 6.1 3.9

    1967 7.9 34.3 2.6 5.9 2.5

    1968 21.3 48.1 -2.4 7.4 4.7

    1969 5.2 -11.9 0.2 7.9 5.4

    1970 24.6 -3.5 3.6 7.5 6.4

    1971 16.1 46.5 27.3 6.2 9.0

    1972 29.3 16.4 -3.8 5.4 7.7

    1973 28.4 -28.1 -8.9 9.0 10.6

    1974 -15.9 -50.1 -15.2 12.6 19.1

    1975 11.4 149.3 36.8 10.8 24.9

    1976 9.4 2.3 13.7 11.3 15.1

    1977 26.4 48.6 44.8 9.4 12.1

    1978 25.6 8.6 -1.8 8.1 8.4

    1979 22.8 11.5 4.1 13.5 17.2

    1980 17.5 34.8 20.9 17.2 15.1

    1981 15.0 13.6 1.8 13.8 12.1

    1982 7.5 28.5 51.3 12.4 5.4

    1983 7.6 28.8 15.9 10.1 5.3

    1984 8.8 31.6 6.8 9.5 4.6

    1985 8.3 20.2 11.0 11.9 5.7

    1986 11.3 27.3 11.0 10.9 3.7

    1987 26.0 8.0 16.3 9.6 3.7

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    1988 29.5 11.5 9.4 11.0 6.8

    1989 15.4 36.1 5.9 14.6 7.7

    1990 -8.4 -9.7 5.6 15.9 9.3

    1991 -3.1 20.7 18.9 11.6 4.5

    1992 -1.6 20.5 18.4 9.5 2.6

    1993 20.2 28.4 28.8 5.9 1.91994 11.9 -5.9 -11.3 5.4 2.9

    1995 3.6 23.8 19.0 6.7 3.2

    1996 10.0 16.7 7.7 6.2 2.5

    1997 16.8 23.5 15.0 6.9 3.6

    1998 11.8 13.8 19.4 7.9 2.8

    1999 14.5 24.2 -3.2 5.5 1.8

    2000 10.5 -5.9 9.8 6.2 2.9

    2001 6.8 -13.3 3.9 5.5 0.7

    2002 9.6 -22.7 10.3 4.1 2.9

    2003 10.9 20.9 1.8 4.0 2.8

    2004 18.3 12.8 6.6 4.5 3.5

    2005 19.1 22.0 7.4 4.5 2.2

    2006 18.1 16.8 -0.1 4.8 4.4

    2007 -3.4 5.3 6.4 5.5 4.1

    2008 -22.1 -29.9 15.0 3.0 0.9

    2009 2.9 30.1 -0.3 0.6 2.4

    Count

    Average

    % of Years

    Sources: Scott The Property Masters, IPD, Barclays Capital Equity-Gilt Study

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    .

    t functions which match the name

    tion

    arated by commas

    e entered,

    hitting Ctrl-A.

    xamples.

    alculated from them in the blue Cells.

    these stats for the whole block Calculate stats for the red values only - ent

    =count(Range) =count(Range 1,Range 2)

    es for each formula, as below.

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    =sum(Range) =sum(Range 1,Range 2)

    =average(Range) =average(Range 1,Range 2)

    ation on these functions, xxxxif, to calculate values only for cells greater than=countif(Range,">0") note to type these functions

    =sumif(Range,">0") the conditions is entered in quotes eg ">0"

    =averageif(Range,">0")

    lls.

    cell 0

    w cells>0

    w cell if yellow cell>0, otherwise shows blank

    o or more conditions are true, as below

    w cells if both >0, otherwise shows blank

    he following questions:

    een above inflation? (Hint: Cell 58 above)

    in those years when returns were above inflation? (Hint: average of the result

    onds but below equities? (Hint: a bit like Cell D61 above.)

    Returns if Return > Inflation Property return if return above bonds,

    Property Equities Bonds T Bill

    ge in blue cells:

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    er blocks separated by comma

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    .

    from the above)

    elow equities

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    Statistical FunctionsExcel calculates a lot of standard statistics and statistical tests. Click fx an

    This section uses just a few of them to generate the main indicators used

    It works up to a very basic answer to one of the most important questions:

    A set of descriptive statistics - the standard indicators for any data series -

    Click Data Analysis from the Data ribbon, select Descriptive Stati

    (Note if Data Analysis is not there, click the round Excel button top left an

    You can make the resulting table neater by deleting the sections

    If you don't know what the statistics mean, look them up in Googl

    USA Total Returns by Asset Class, % pa

    Property REITS Equities Bonds T Bill

    1990 2.3 -17.3 -2.1 8.1 8.4

    1991 -5.6 35.7 31.3 17.6 7.7

    1992 -4.3 12.2 7.4 7.7 5.5

    1993 1.4 18.5 10.1 13.0 3.4

    1994 6.4 0.8 2.0 -5.8 3.0

    1995 7.5 18.3 38.2 23.0 4.3

    1996 10.3 35.8 24.1 1.3 5.5

    1997 13.9 18.9 34.1 10.6 5.1

    1998 16.2 -18.8 30.7 12.6 5.1

    1999 11.7 -6.5 22.4 -5.6 4.82000 12.5 25.9 -12.5 15.2 4.7

    2001 6.4 15.5 -12.0 6.6 5.9

    2002 6.1 5.2 -22.7 15.2 3.4

    2003 9.9 38.5 29.1 2.0 1.6

    2004 13.1 30.4 10.7 4.8 1.0

    2005 19.2 8.3 5.7 2.6 1.4

    2006 15.0 34.4 15.3 2.6 3.2

    2007 14.3 -17.8 6.0 10.3 4.82008 -7.4 -37.3 -37.1 17.9 4.5

    2009 -17.1 27.4 27.1 -5.7 1.4

    Sources: NCREIF, IPD, NAREIT, EcoWin

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    Average and Annualised Returns

    Investing over several periods, I am interested in how much the investme

    The arithmetic average of returns over the periods does not show that, as

    In year 1, the value of 100 invested has risen to 125 = 100 x 25/100

    In year 2, the value of the investment has fallen to 93.75 = 125 x 25/

    So over the two years, there has been a loss of 6.25, or a total loss of

    The arithmetic average return is zero, which clearly does not show the fin

    To calculate the overall change in value, we need to calculate a compoun

    The compounded return is also know as Annualised Return, and is calculat

    100 100

    Year 1 25 25 125 = E62 x (1 + C63/1 Note if th

    Year 2 -25 31 93.75 = E63 x (1 + C64/1 we would

    0.0 -3.2 this uses the Excel Rate function

    the Rate function is

    USA Total Returns by Asset Class, % pa

    Property REITS Equities Bonds T Bill

    AnnualReturn

    Returnon 100

    ReturnIndex

    AverageReturn

    Annualised Return

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    1990 2.3 -17.3 -2.1 8.1 8.4

    1991 -5.6 35.7 31.3 17.6 7.7

    1992 -4.3 12.2 7.4 7.7 5.5

    1993 1.4 18.5 10.1 13.0 3.4

    1994 6.4 0.8 2.0 -5.8 3.0

    1995 7.5 18.3 38.2 23.0 4.31996 10.3 35.8 24.1 1.3 5.5

    1997 13.9 18.9 34.1 10.6 5.1

    1998 16.2 -18.8 30.7 12.6 5.1

    1999 11.7 -6.5 22.4 -5.6 4.8

    2000 12.5 25.9 -12.5 15.2 4.7

    2001 6.4 15.5 -12.0 6.6 5.9

    2002 6.1 5.2 -22.7 15.2 3.4

    2003 9.9 38.5 29.1 2.0 1.6

    2004 13.1 30.4 10.7 4.8 1.0

    2005 19.2 8.3 5.7 2.6 1.4

    2006 15.0 34.4 15.3 2.6 3.2

    2007 14.3 -17.8 6.0 10.3 4.8

    2008 -7.4 -37.3 -37.1 17.9 4.5

    2009 -17.1 27.4 27.1 -5.7 1.4

    Sources: NCREIF, IPD, Datastream

    Avera

    Annualise

    From these results alone, it looks like REITs and equities have been the be

    But in investment we are also concerned about how variable the investme

    For similar rates of return, we are more confident year to what what the in

    And we are more likely to avoid catastrophes such as the 50% fall in the v

    Risk and Standard DeviationIt is clear from the charts that returns on equities and REITs have gone up

    50.0

    US Returns % pa

    1

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    To get a numerical measure of variability, we calculate how much annual

    Simply adding the differences would cancel out pluses and minuses. So to

    We then add up the total squared differences to get "total difference" and

    The Excel functions =varp and for variance and =s

    1 2 3 4 5

    1990 -2.1 10.4 -12.5 155.51991 31.3 10.4 20.9 438.5

    1992 7.4 10.4 -3.0 9.1

    1993 10.1 10.4 -0.3 0.1

    1994 2.0 10.4 -8.4 70.4

    1995 38.2 10.4 27.8 772.9

    1996 24.1 10.4 13.7 186.8

    1997 34.1 10.4 23.7 561.7

    1998 30.7 10.4 20.3 413.6

    1999 22.4 10.4 12.0 143.9

    2000 -12.5 10.4 -22.9 525.4

    2001 -12.0 10.4 -22.4 502.6

    2002 -22.7 10.4 -33.1 1095.3

    2003 29.1 10.4 18.7 350.6

    2004 10.7 10.4 0.3 0.1

    2005 5.7 10.4 -4.7 21.8

    Annual average difference is a statistic called Variance. To bring that to

    This gives a statistic called Standard Deviation, the most common mea

    EquityReturn

    AverageReturn

    Difference from

    AverageDifferenceSquared

    1990

    199

    1

    199

    2

    1993

    199

    4

    1995

    1996

    199

    7

    1998

    1999

    2000

    200

    1

    200

    2

    2003

    200

    4

    2005

    2006

    200

    7

    2008

    2009

    -50.0

    -40.0

    -30.0-20.0

    -10.0

    0.0

    10.0

    20.0

    30.0

    40.0

    Property

    REITS

    Equities

    Bonds

    T Bill

    %

    p[a

    1

    A

    xisTitle

    1990

    199

    1

    199

    2

    1993

    199

    4

    -60.0

    -40.0

    -20.0

    0.0

    20.0

    40.0

    60.0

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    2006 15.3 10.4 4.9 24.3

    2007 6.0 10.4 -4.4 19.0

    2008 -37.1 10.4 -47.5 2258.4

    2009 27.1 10.4 16.8 280.8

    Formula Calculated

    Variance ### Variance 391.5289Standard Deviation 19.7871 Standard Deviation 19.7871

    Risk Adjusted Returns and Sharpe Ratio

    We now have two performance measures for each asset: returns (good) a

    To reduce the comparison of assets to a single measure, we need to asse

    The most common indicator used is the Sharpe Ratio

    Sharpe Ratio = (Average Return on A

    The logic is the the T Bill - a fixed interest loan to the US Government oveFor any other, risky, investment, the question is how much extra return o

    Thus the Sharpe Ratio is the return per unit of risk: a higher Sharpe Ratio i

    A negative Sharpe Ratio - a return on a risky asset below T Bill - is lousy.

    Calculate return, risk and Sharpe Ratio for each asset class over t

    USA Total Returns by Asset Class, % pa

    Property REITS Equities Bonds T Bill

    1990 2.3 -16.3 -2.1 8.1 8.4

    1991 -5.6 58.4 31.3 17.6 7.7

    1992 -4.3 23.5 7.4 7.7 5.5

    1993 1.4 22.1 10.1 13.0 3.4

    1994 6.4 8.4 2.0 -5.8 3.0

    1995 7.5 22.3 38.2 23.0 4.3

    1996 10.3 42.8 24.1 1.3 5.5

    1997 13.9 23.7 34.1 10.6 5.1

    1998 16.2 -17.5 30.7 12.6 5.1

    1999 11.7 -4.4 22.4 -5.6 4.8

    2000 12.5 30.4 -12.5 15.2 4.7

    2001 6.4 10.1 -12.0 6.6 5.9

    2002 6.1 2.0 -22.7 15.2 3.4

    2003 9.9 37.0 29.1 2.0 1.6

    2004 13.1 33.8 10.7 4.8 1.0

    2005 19.2 12.4 5.7 2.6 1.4

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    2006 15.0 36.7 15.3 2.6 3.2

    2007 14.3 -16.4 6.0 10.3 4.8

    2008 -7.4 -39.6 -37.1 17.9 4.5

    2009 -17.1 25.0 27.1 -5.7 1.4

    Sources: NCREIF, IPD, Datastream

    Last 20 years

    Property REITS Equities Bonds T Bill

    Average Return

    (Standard Deviation) use the f

    Sharpe Ratio = (Avera

    1990-1999

    Property REITS Equities Bonds T Bill

    Average Return

    (Standard Deviation)

    Sharpe Ratio

    2000-2009

    Property REITS Equities Bonds T Bill

    Average Return

    (Standard Deviation)

    Sharpe Ratio

    The Sharpe Ratios look quite bad for property: only equities 2000-2009 ha

    If I had been investing money in only one asset over the period, it would n

    But there is one further key feature of an investment to be considered.

    Portfolio Diversification

    Diversification is the reduction in risk which can be achieved by combinin

    Diversification reduces risk to the extent that returns on different assets d

    Consider an extreme example of two risky assets for which returns always

    The return on a combined portfolio of assets is the sum of (Asset Weight x

    Clearly, we get a portfolio with the average return of the two assets and z

    Investment Portfolio

    % Weights

    Asset 1 Asset 2

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    50% 50%

    Annual returns: Contribution to Return

    Asset 1 Asset 2 Asset 1 Asset 2

    1971 1.06 2.94 0.53 1.47

    1972 1.20 2.80 0.60 1.40

    1973 2.08 1.92 1.04 0.961974 2.88 1.12 1.44 0.56

    1975 2.87 1.13 1.44 0.56

    1976 2.06 1.94 1.03 0.97

    1977 1.19 2.81 0.60 1.40

    1978 1.07 2.93 0.53 1.47

    1979 1.80 2.20 0.90 1.10

    1980 2.72 1.28 1.36 0.64

    1981 2.97 1.03 1.49 0.51

    1982 2.34 1.66 1.17 0.83

    1983 1.39 2.61 0.70 1.30

    1984 1.00 3.00 0.50 1.50

    1985 1.53 2.47 0.77 1.23

    Avg Return 1.88 2.12 Avg Return

    Std Deviation 0.71 0.71 Std Deviation

    Diversification and CorrelationIn practice, we do not find assets with returns which offset each other ver

    But there are some diversification benefits from assets which do not move

    To measure diversification benefit, we need a numerical measure of the e

    To do this, we first measure the difference in return for each asset each y

    If both assets are above or below their own average at the same time, all

    And multiplying the differences from their own average will be either plus

    If one asset is above the other below their average in the same year, the

    So assets which move together will generate a large positive sum of the p

    To reduce covariance to a scale which does not depend on the units of me

    Correlation = +1: the two variables move up and down at exa

    Correlation = -1: the two variables move up and down opposit

    Correlation = 0: there is no association at all between the two

    The average sum of the produce of differences - Step 3, covariance - is t

    This gives the standard measure of association, correlation, which alwa

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    Of course, the covariance and correlation statistics can be calculated strai

    Covariance is =covar(Range 1, Range 2Corre

    US Returns % pa Average Return

    Property Equities Property Equities1990 2.3 -2.1 6.6 10.4

    1991 -5.6 31.3 6.6 10.4

    1992 -4.3 7.4 6.6 10.4

    1993 1.4 10.1 6.6 10.4

    1994 6.4 2.0 6.6 10.4

    1995 7.5 38.2 6.6 10.4

    1996 10.3 24.1 6.6 10.4

    1997 13.9 34.1 6.6 10.41998 16.2 30.7 6.6 10.4

    1999 11.7 22.4 6.6 10.4

    2000 12.5 -12.5 6.6 10.4

    2001 6.4 -12.0 6.6 10.4

    2002 6.1 -22.7 6.6 10.4

    2003 9.9 29.1 6.6 10.4

    2004 13.1 10.7 6.6 10.4

    2005 19.2 5.7 6.6 10.4

    2006 15.0 15.3 6.6 10.4

    2007 14.3 6.0 6.6 10.4

    2008 -7.4 -37.1 6.6 10.4

    2009 -17.1 27.1 6.6 10.4

    Covariance 25.41

    Correlation 0.14

    So we may include in a portfolio assets which do not have very attractive

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    but which do reduce risk in the portfolio because they have low correlatio

    USA Total Returns by Asset Class, % pa

    Property REITS Equities Bonds T Bill

    1990 2.3 -17.3 -2.1 8.1 8.4

    1991 -5.6 35.7 31.3 17.6 7.71992 -4.3 12.2 7.4 7.7 5.5

    1993 1.4 18.5 10.1 13.0 3.4

    1994 6.4 0.8 2.0 -5.8 3.0

    1995 7.5 18.3 38.2 23.0 4.3

    1996 10.3 35.8 24.1 1.3 5.5

    1997 13.9 18.9 34.1 10.6 5.1

    1998 16.2 -18.8 30.7 12.6 5.1

    1999 11.7 -6.5 22.4 -5.6 4.8

    2000 12.5 25.9 -12.5 15.2 4.7

    2001 6.4 15.5 -12.0 6.6 5.9

    2002 6.1 5.2 -22.7 15.2 3.4

    2003 9.9 38.5 29.1 2.0 1.6

    2004 13.1 30.4 10.7 4.8 1.0

    2005 19.2 8.3 5.7 2.6 1.4

    2006 15.0 34.4 15.3 2.6 3.2

    2007 14.3 -17.8 6.0 10.3 4.8

    2008 -7.4 -37.3 -37.1 17.9 4.5

    2009 -17.1 27.4 27.1 -5.7 1.4

    Calculate in the blue cells the correlations between asset returns

    note you can do this either using the =correl function, or Data Analysis | C

    Correlation with:

    Property REITS Equities Bonds T Bill

    Property 1.00 0.02 0.14 -0.05 -0.14

    REITS 0.02 1.00 0.47 -0.17 -0.28

    Equities 0.14 0.47 1.00 -0.18 -0.04

    Bonds -0.05 -0.17 -0.18 1.00 0.39

    T Bill -0.14 -0.28 -0.04 0.39 1.00

    How much of each asset in a Portfolio?

    Having got this far, we can produce a very basic answer to one of the bigg

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    My aim is not simply to bet everything on the asset with the highest retur

    And because by diversifying across assets with low correlations, I can red

    A simple way of stating the aim is to hold a mix of assets which produces

    Below, first calculated a return on a mixed asset portfolio initially

    This is done by multiplying returns for each asset by the weight iThen calculate the returns, risks and Sharpe Ratio for each asset

    Then use the Excel Data | Solver tool to find the combination of a

    If the Solver conditions are not already set up, you need to:

    produce the maximum value of the Portfolio Sharpe Ratio in C

    by varying the block of asset weights in Cells J356 to N356

    subject to the constraint that none of that block of cells is less

    Note we do not believe this is the right answer, because we think

    and because this is the just the way things have turned out in the

    Property REITS Equities Bonds T Bill

    Average Return 6.6 11.4 10.4 7.7 4.2

    Risk (Std Deviation) 9.0 21.1 19.8 8.0 1.9

    Sharpe Ratio 0.26 0.34 0.31 0.43 0.00

    Property REITS Equities Bonds T Bill

    1990 2.3 -17.3 -2.1 8.1 8.4

    1991 -5.6 35.7 31.3 17.6 7.7

    1992 -4.3 12.2 7.4 7.7 5.5

    1993 1.4 18.5 10.1 13.0 3.4

    1994 6.4 0.8 2.0 -5.8 3.0

    1995 7.5 18.3 38.2 23.0 4.3

    1996 10.3 35.8 24.1 1.3 5.5

    1997 13.9 18.9 34.1 10.6 5.1

    1998 16.2 -18.8 30.7 12.6 5.1

    1999 11.7 -6.5 22.4 -5.6 4.8

    2000 12.5 25.9 -12.5 15.2 4.7

    2001 6.4 15.5 -12.0 6.6 5.9

    2002 6.1 5.2 -22.7 15.2 3.4

    2003 9.9 38.5 29.1 2.0 1.6

    2004 13.1 30.4 10.7 4.8 1.0

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    2005 19.2 8.3 5.7 2.6 1.4

    2006 15.0 34.4 15.3 2.6 3.2

    2007 14.3 -17.8 6.0 10.3 4.8

    2008 -7.4 -37.3 -37.1 17.9 4.5

    2009 -17.1 27.4 27.1 -5.7 1.4

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    d the category "Statistical" to see the full list.

    o measure investment performance.

    how much money should an investor put into different assets?

    can be generated simply.

    tics, highlight the green cells as Input Range, then A30 as output range, a

    follow the steps shown to the right.)

    ith repeated labels.

    e.

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    t is worth at the end, measured in return per year.

    illustrated below.

    , a gain of 25

    00, a loss of 31

    7.25%.

    l change in value.

    ed return from a Return Index.

    ed in Excel with =rate

    e returns were entered as % in the form 0.25

    not need to divide returns by 100 to generate the Index.

    to calculate the compounde rate over 2 years which leaves 93.75 from an initial 10

    = rate(Number of Years,,-Initial Index Value,Final In

    In the blue cells, calculate a return index for each asset

    USA Total Returns by Asset Class, Indices 1989=100

    Property REITS Equities Bonds T Bill

    1989 100 100 100 100 100

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    1990

    1991

    1992

    1993

    1994

    19951996

    1997

    1998

    1999

    2000

    2001

    2002

    2003

    2004

    2005

    2006

    2007

    2008

    2009

    In the blue cells, calculate average and annualised returns for eac

    e Return use =average applied to col

    d Return use =rate as shown in Cell

    Note that annualised returns are typically a little less than average returns

    st investments, T Bills and property the worst.

    nt returns are.

    vestment will be worth if returns are less variable.

    alue of REITs from 2006 to 2008.

    and down much more than other assets.

    20

    US Return Index 1989 = 100

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    eturns have varied from their own average - the figures and bars in red below.

    get risk of the minus signs, we first square the differences.

    divide by the number of years to get "annual average difference" at the bottom of

    devp for standard deviation do all these steps at once dir

    figure on the same scale as the average, we take the square root of the variance.

    ure of investment risk.

    1989

    1990

    1991

    1992

    1993

    1994

    1995

    1996

    1997

    1998

    1999

    2000

    2001

    2002

    2003

    2004

    2005

    2006

    2007

    2008

    2009

    20

    40

    60

    80

    00

    Property

    REITS

    Equities

    Bonds

    T Bill

    1996

    199

    7

    1998

    1999

    2000

    200

    1

    200

    2

    2003

    200

    4

    2005

    2006

    200

    7

    2008

    2009

    Differencefrom Average

    Equity Return

    Average Return

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    d risk (bad).

    s both return and risk at the same time.

    set - Average Return on T Bill) / Standard Deviation

    a short period - is the most certain investment I can buy.er a T Bill does it offer for the extra risk?

    s better.

    he periods indicated.

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    nction =stdevp(Range of Annual Returns)

    ge Return on Asset - Average Return on T Bill) / Standard Deviation of Asset

    ve a lower result.

    ot have been property.

    assets in a portfolio.

    o not move up and down together.

    move in opposite directions.

    Asset Return).

    ro risk - an infinite Sharpe Ratio

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    Portfolio

    2.00

    2.00

    2.002.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    2.00

    0.00

    strongly.

    exactly in line with each other.

    tent to which asset returns are linked.

    ar from its own average (Step 2), and multiply them together (Step 2).

    he observations in the chart will fall in the top right or bottom left quadrants.

    times plus or a minus times minus - that is, a positive number.

    product will be a minus number.

    roduct of differences, the opposite a large negative.

    asurement, covariance is divided by the product of the standard deviations of the t

    ctly the same times (but not necessarily by the same amounts).

    e to each other.

    variables.

    erefore an indicator of overall association in the two series.

    ys has a value between +1 and -1.

    19

    71

    19

    72

    19

    73

    19

    74

    19

    75

    19

    76

    19

    77

    19

    78

    19

    79

    19

    80

    19

    81

    19

    82

    19

    83

    19

    84

    19

    85

    0.00

    0.50

    1.00

    1.50

    2.00

    2.50

    3.00

    3.50

    Asset and Portfolio Returns

    Asset 1

    Asset 2

    Portfolio

    %

    pa

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    ght off the original figures, as in Cells C287 and C288.

    lation is =correl(Range 1, Range 2)

    Step 1 Step 2

    Difference from Average Product of

    Property Equities Differences-4.3 -12.5 53.6

    -12.2 20.9 -255.2

    -10.9 -3.0 32.8

    -5.2 -0.3 1.6

    -0.2 -8.4 1.8

    0.9 27.8 26.2

    3.7 13.7 50.7

    7.3 23.7 173.39.7 20.3 196.4

    5.1 12.0 61.2

    5.9 -22.9 -134.5

    -0.2 -22.4 5.2

    -0.5 -33.1 16.0

    3.3 18.7 61.4

    6.6 0.3 2.1

    12.6 -4.7 -58.7

    8.4 4.9 41.4

    7.7 -4.4 -33.7

    -14.0 -47.5 663.7

    -23.7 16.8 -397.1

    Step 3

    Sum of Product 508.28

    Number of Observations 20

    Step 3

    Covariance 25.41

    Std Dev Property 9.04

    Std Dev Equities 19.79

    Step 4

    Correlation 0.14

    eturns and risks in their own right,

    -30.0 -25.0 -20.0 -15.0 -10.0 -5.0

    -60.0

    -40.0

    -20.0

    0.0

    20.0

    40.0

    Differences f

    US Property

    USE

    quities

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    s with other assets.

    in the green cells.

    orrelation from the Data ribbon

    est questions in finance: how should I spread my money over different assets?

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    s, because is also likely to have the highest risk

    ce risk without sacrificing returns, or at modest cost in returns.

    he best risk adjusted return - the highest Sharpe Ratio.

    assuming and equal weight in each asset class.

    the blue cells in Cols J to N, and adding the results in column O.nd for the portfolio in the blue rows 345 to 347.

    set weights which produces the maximum Sharpe Ratio on the portfolio.

    ell O354

    than 0.

    the way property returns is measured understates their risk,

    past, which may not be the same in the future.

    Portfolio

    8.2

    5.7

    0.69

    Property REITS Equities Bonds T Bill Portfolio

    Weights 23% 13% 9% 55% 0% 100%

    1990 0.5 -2.2 -0.2 4.5 0.0 2.6

    1991 -1.3 4.5 2.9 9.8 0.0 15.9

    1992 -1.0 1.5 0.7 4.3 0.0 5.5

    1993 0.3 2.3 0.9 7.2 0.0 10.8

    1994 1.5 0.1 0.2 -3.2 0.0 -1.5

    1995 1.7 2.3 3.5 12.7 0.0 20.3

    1996 2.3 4.5 2.2 0.7 0.0 9.8

    1997 3.2 2.4 3.1 5.9 0.0 14.6

    1998 3.7 -2.4 2.8 6.9 0.0 11.1

    1999 2.7 -0.8 2.1 -3.1 0.0 0.8

    2000 2.8 3.3 -1.2 8.4 0.0 13.4

    2001 1.5 2.0 -1.1 3.6 0.0 5.9

    2002 1.4 0.7 -2.1 8.4 0.0 8.3

    2003 2.3 4.9 2.7 1.1 0.0 10.9

    2004 3.0 3.8 1.0 2.6 0.0 10.5

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    2005 4.4 1.0 0.5 1.4 0.0 7.4

    2006 3.4 4.3 1.4 1.5 0.0 10.6

    2007 3.3 -2.3 0.6 5.7 0.0 7.2

    2008 -1.7 -4.7 -3.4 9.9 0.0 0.1

    2009 -3.9 3.5 2.5 -3.2 0.0 -1.1

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    nd check Summary Statistics

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    dex Value)

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    h asset

    ls C to G

    67 applied to Cols J to N

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    ol 5.

    ect from the original figures, as at the bottom of Col

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    of Asset

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    o series (Step 4).

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    0.0 5.0 10.0 15.0

    rom Average R

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    Check these boxes, then OK

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    Compounding Interest & InvestmenThe foundation of valuation, investment decisions and performance measure

    Consider the simplest investment question: what is the value at any point in t

    a sum of money a - the principal - invested now

    at a constant rate of interest (or return) r

    at each point in the future n

    assuming the interest (return) received is paid each year and the ye

    Each year, we calculate interest on the accumulated amount and add it into th

    Principle a = 1

    Interest Rate r = 5%

    Year

    0 1 2 3 4 5 6

    Interest 0.05 0.05 0.06 0.06 0.06 0.06

    Total Value 1 1.05 1.10 1.16 1.22 1.28 1.34

    We can cut out a stage of this, and calculate the value of the investment each

    or Future Value Year n = Future Value Year n-1 x

    Year = n

    0 1 2 3 4 5 6

    Future Value 1.00 1.05 1.10 1.16 1.22 1.28 1.34

    or Future Value 1.00 1.05 1.10 1.16 1.22 1.28 1.34

    There are many variants around this basic idea, to do with interest paid at diff

    and to accommodate a fixed amount invested in each period rather than a lu

    DiscountingDiscounting is the flip side of compounding. It asks how much do I need to inv

    Or alternatively, how much will I pay today to receive x at some point in the

    Assume there is an investment with a fixed rate of interest and no risk of loss

    If the interest rate on this riskless investment is 5%, to have 1 in one year's ti

    Investment Today x (1 + 5%) = Future Value oso

    Future Value (FV) = a x (1 + r)n

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    Investment Today = Future Value 0.95

    And we can use the same formula to determine how much needs to be investe

    By convention, the amount we need to invest today is called Present Value

    Future Value 1

    Interest Rate 5%

    Year = n

    0 1 2 3 4 5 6

    Present Value 1.00 0.95 0.91 0.86 0.82 0.78 0.75

    So this tells us that the Present Value of 1 in 100 years time if the interest ra

    The Required Rate of Return, Discount Rate

    Assume the least risky form of investment available - lending to the Governm

    A Government Bond (UK Gilt), for example, pays a guaranteed amount of inter

    So a 100 Bond maturing at the end of 2015 with a Coupon of 5% will pay 5 i

    Other forms of investment are risky. For equities, I don't know how much divid

    for a property, I dont know whether my tenants will go bankrupt, whether I wil

    To compensate for the added risk, I will require an extra rate of return on the i

    A bond issued by a blue-chip company (Tesco, Nestle) might be regarded as n

    A speculative office development in Russia would clearly be a very risky inves

    The extra return I require over the risk free rate is know as the risk premium

    Required Return for Risky Investment = Risk F

    Every specific investment will have its own risk premium. I would assume that

    Cash Flows and Discount Rates - Discounted Cash flow (DCF)

    The investment decision is how much am I prepared to pay today for an invest

    The investment process is therefore always:

    what is the best estimate of the future payments expected from the

    how much more risky is that future stream of payments than an inv

    therefore what is my required return estimated from risk free rate +

    what is the Present Value of the expected cash flow discounted by t

    For example, how much will I bid to buy a property which I expect to generate

    Present Value (PV) = Future Value / (1 + r)n

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    and I estimate I will be able to sell for 625,000 at the end of five years, if my

    Required Return RR (Discount Rate) 7.50%

    Annual Rent 50,000

    Expected Sale Price 625,000

    Year

    0 1 2 3 4 5

    Income 50,000 50,000 50,000 50,000 50,000

    Capital ###

    et Cash Flow (NCF) 0 50,000 50,000 50,000 50,000 ###

    resent Value of 1 1.000 0.930 0.865 0.805 0.749 0.697= 1 / (1 +

    PV of Cash Flow 0 46,512 43,267 40,248 37,440 ### = NCF x

    Total PV ### =sum(PV of Cash Flow)

    So the calculation tells me that my best estimate of the maximum I should pa

    Discounted Cash Flow and Net Present Value (NPV)

    Another way of setting out the Discounted Cash Flow calculation is to include t

    of the investment as a negative cash flow (ie payment) in Year 0 (ie now)

    So below we put in the price I can afford to pay as -637,643 in Year 0.

    The sum of cash flows - Net Present Value (NPV) - is now 0: the investment will

    my initial purchase price plus a rate of return appropriate my estimate of the r

    Required Return RR (Discount Rate) 7.50%

    Annual Rent 50,000

    Expected Sale Price 625,000

    Year

    0 1 2 3 4 5

    Income 50,000 50,000 50,000 50,000 50,000

    Capital ### ###

    et Cash Flow (NCF) ### 50,000 50,000 50,000 50,000 ###

    resent Value of 1 1.000 0.930 0.865 0.805 0.749 0.697= 1 / (1 +

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    PV of Cash Flow ### 46,512 43,267 40,248 37,440 ###= NCF x

    Net Present Value (NPV) 137,643by sum of cash flows

    NPV by Excel function 137,643using Excel =npv(Required Return, Fu

    We can also calculate NPV straight from the Required Return and Net Cash Flo

    Note that if we put in an initial price less than 637,000 the NPV is positive - I

    If we put in an initial price more than 637,000, the NPV is negative - a bad de

    NPV - based on cash flows a lot more complicated that we show here - is one o

    deciding whether to buy investments in all asset classes.

    The decision rule is if my calculation shows NPV>=0, buy the investment, if N

    Discounted Cash Flow and Internal Rate of Return (IRR)

    Internal Rate of Return is the second common way of evaluating investments.

    IRR is the actual rate of return I will get given the expected cash flows.

    (An alternative way of saying the Discount Rate which will result in an NPV of

    Now the decision rule is if IRR>= my Required Return buy the investment, if le

    Required Return RR (Discount Rate) 7.50%

    Annual Rent 50,000

    Expected Sale Price 625,000

    Year

    0 1 2 3 4 5

    Income 50,000 50,000 50,000 50,000 50,000

    Capital ### ###

    et Cash Flow (NCF) ### 50,000 50,000 50,000 50,000 ###

    resent Value of 1 1.000 0.930 0.865 0.805 0.749 0.697= 1 / (1 +

    PV of Cash Flow ### 46,512 43,267 40,248 37,440 ###= NCF x

    Net Present Value (NPV) 62,357by sum of cash flows

    NPV by Excel function 62,357using Excel =npv(Required Return, Fu

    IRR by Excel Function 5.2%

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    Returnsent are a few basic concepts.

    e future of

    ar end and always reinvested

    e investment.

    7 8 9 10 11 12 13 14 15

    0.07 0.07 0.07 0.08 0.08 0.09 0.09 0.09 0.10

    1.41 1.48 1.55 1.63 1.71 1.80 1.89 1.98 2.08

    year directly by the formula

    (1 + r)

    7 8 9 10 11 12 13 14 15

    1.41 1.48 1.55 1.63 1.71 1.80 1.89 1.98 2.08

    1.41 1.48 1.55 1.63 1.71 1.80 1.89 1.98 2.08

    erent frequencies (at the start or end of periods, quarterly or monthly etc)

    p sum at the start. Excel functions deal with all of these.

    st today to have a sum of x in the future?

    uture? Or another way, how much is x paid in the future worth today?

    - a bond from a credit-worthy government is as close as we get.

    ime we use the formula:

    f x

    01234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495969798991001011021031041051061071081091101111121131141151161171181191201211221231241251261271281291301311321331341351361371381391401411421431441451461471481491501511521531541551561571581591601611621631641651661671681691701711721731741751761771781791801811821831841851861871881819191911111

    0

    2,000

    4,000

    6,000

    8,000

    10,000

    12,000

    14,000

    16,000

    18,00020,000

    Total Value of Investme

    1.00

    1.20

    Prese

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    d today to have 1 after a period of n years:

    7 8 9 10 11 12 13 14 15

    0.71 0.68 0.64 0.61 0.58 0.56 0.53 0.51 0.48

    e is 5% is only 0.007.

    nt at a fixed rate of interest - is 5%.

    est, and a fixed payment on redemption.

    n interest in each of the next 5 years, and a redemption payment of 100 in 2015.

    ends they will pay, or what my share will be worth next week;

    ll get new tenants at the end of leases, what I will be able to sell the property for.

    nvestment.

    early as low risk as the government, so my required return could be 5.2%.

    ment, and my required return could be 25% or more.

    ee Rate + Risk Premium

    a fully let shopping centre in Germany is less risky than an office development in Du

    ment which is expected to pay certain amounts in the future.

    investment - the cash flow

    stment in risk-free Government Bonds

    risk premium

    e required return.

    50,000 per year in rent

    0123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899101010101111111

    0.00

    0.20

    0.40

    0.60

    0.80

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    required return is 7.5%?

    RR)^n

    V of 1

    for the building is 638,000.

    he initial cost

    l exactly pay back

    isk: it is just a fair deal

    RR)^n

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    V of 1

    ture Cash Flows) + Initial Cash Flow

    ws using the Excel Function =npv

    get back more than I need to compensate for risk, a good deal

    al.

    f the most common ways of

    V

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    16 17 18 19 20 21 22 23 24

    0.10 0.11 0.11 0.12 0.13 0.13 0.14 0.15 0.15

    2.18 2.29 2.41 2.53 2.65 2.79 2.93 3.07 3.23

    16 17 18 19 20 21 22 23 24

    2.18 2.29 2.41 2.53 2.65 2.79 2.93 3.07 3.23

    2.18 2.29 2.41 2.53 2.65 2.79 2.93 3.07 3.23

    0123495969798199200

    nt

    t Value

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    16 17 18 19 20 21 22 23 24

    0.46 0.44 0.42 0.40 0.38 0.36 0.34 0.33 0.31

    ai.

    1234560708091011112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200

    Present Value

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    25 26 27 28 29 30 31 32 33

    0.16 0.17 0.18 0.19 0.20 0.21 0.22 0.23 0.24

    3.39 3.56 3.73 3.92 4.12 4.32 4.54 4.76 5.00

    25 26 27 28 29 30 31 32 33

    3.39 3.56 3.73 3.92 4.12 4.32 4.54 4.76 5.00

    3.39 3.56 3.73 3.92 4.12 4.32 4.54 4.76 5.00

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    25 26 27 28 29 30 31 32 33

    0.30 0.28 0.27 0.26 0.24 0.23 0.22 0.21 0.20

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    34 35 36 37 38 39 40 41 42

    0.25 0.26 0.28 0.29 0.30 0.32 0.34 0.35 0.37

    5.25 5.52 5.79 6.08 6.39 6.70 7.04 7.39 7.76

    34 35 36 37 38 39 40 41 42

    5.25 5.52 5.79 6.08 6.39 6.70 7.04 7.39 7.76

    5.25 5.52 5.79 6.08 6.39 6.70 7.04 7.39 7.76

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    34 35 36 37 38 39 40 41 42

    0.19 0.18 0.17 0.16 0.16 0.15 0.14 0.14 0.13

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    43 44 45 46 47 48 49 50 51

    0.39 0.41 0.43 0.45 0.47 0.50 0.52 0.55 0.57

    8.15 8.56 8.99 9.43 9.91 10.40 10.92 11.47 12.04

    43 44 45 46 47 48 49 50 51

    8.15 8.56 8.99 9.43 9.91 10.40 10.92 11.47 12.04

    8.15 8.56 8.99 9.43 9.91 10.40 10.92 11.47 12.04

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    43 44 45 46 47 48 49 50 51

    0.12 0.12 0.11 0.11 0.10 0.10 0.09 0.09 0.08

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    52 53 54 55 56 57 58 59 60

    0.60 0.63 0.66 0.70 0.73 0.77 0.81 0.85 0.89

    12.64 13.27 13.94 14.64 15.37 16.14 16.94 17.79 18.68

    52 53 54 55 56 57 58 59 60

    12.64 13.27 13.94 14.64 15.37 16.14 16.94 17.79 18.68

    12.64 13.27 13.94 14.64 15.37 16.14 16.94 17.79 18.68

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    52 53 54 55 56 57 58 59 60

    0.08 0.08 0.07 0.07 0.07 0.06 0.06 0.06 0.05

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    61 62 63 64 65 66 67 68 69

    0.93 0.98 1.03 1.08 1.14 1.19 1.25 1.31 1.38

    19.61 20.59 21.62 22.70 23.84 25.03 26.28 27.60 28.98

    61 62 63 64 65 66 67 68 69

    19.61 20.59 21.62 22.70 23.84 25.03 26.28 27.60 28.98

    19.61 20.59 21.62 22.70 23.84 25.03 26.28 27.60 28.98

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    70 71 72 73 74 75 76 77 78

    1.45 1.52 1.60 1.68 1.76 1.85 1.94 2.04 2.14

    30.43 31.95 33.55 35.22 36.98 38.83 40.77 42.81 44.95

    70 71 72 73 74 75 76 77 78

    30.43 31.95 33.55 35.22 36.98 38.83 40.77 42.81 44.95

    30.43 31.95 33.55 35.22 36.98 38.83 40.77 42.81 44.95

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    70 71 72 73 74 75 76 77 78

    0.03 0.03 0.03 0.03 0.03 0.03 0.02 0.02 0.02

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    79 80 81 82 83 84 85 86 87

    2.25 2.36 2.48 2.60 2.73 2.87 3.01 3.16 3.32

    47.20 49.56 52.04 54.64 57.37 60.24 63.25 66.42 69.74

    79 80 81 82 83 84 85 86 87

    47.20 49.56 52.04 54.64 57.37 60.24 63.25 66.42 69.74

    47.20 49.56 52.04 54.64 57.37 60.24 63.25 66.42 69.74

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    79 80 81 82 83 84 85 86 87

    0.02 0.02 0.02 0.02 0.02 0.02 0.02 0.02 0.01

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    88 89 90 91 92 93 94 95 96

    3.49 3.66 3.84 4.04 4.24 4.45 4.67 4.91 5.15

    73.22 76.89 80.73 84.77 89.01 93.46 98.13 103.03 108.19

    88 89 90 91 92 93 94 95 96

    73.22 76.89 80.73 84.77 89.01 93.46 98.13 103.03 108.19

    73.22 76.89 80.73 84.77 89.01 93.46 98.13 103.03 108.19

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    88 89 90 91 92 93 94 95 96

    0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01

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    97 98 99 100 101 102 103 104 105

    5.41 5.68 5.96 6.26 6.58 6.90 7.25 7.61 7.99

    113.60 119.28 125.24 131.50 138.08 144.98 152.23 159.84 167.83

    97 98 99 100 101 102 103 104 105

    113.60 119.28 125.24 131.50 138.08 144.98 152.23 159.84 167.83

    113.60 119.28 125.24 131.50 138.08 144.98 152.23 159.84 167.83

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    97 98 99 100 101 102 103 104 105

    0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01

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    106 107 108 109 110 111 112 113 114

    8.39 8.81 9.25 9.71 10.20 10.71 11.25 11.81 12.40

    176.22 185.04 194.29 204.00 214.20 224.91 236.16 247.97 260.36

    106 107 108 109 110 111 112 113 114

    176.22 185.04 194.29 204.00 214.20 224.91 236.16 247.97 260.36

    176.22 185.04 194.29 204.00 214.20 224.91 236.16 247.97 260.36

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    106 107 108 109 110 111 112 113 114

    0.01 0.01 0.01 0.00 0.00 0.00 0.00 0.00 0.00

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    115 116 117 118 119 120 121 122 123

    13.02 13.67 14.35 15.07 15.82 16.61 17.45 18.32 19.23

    273.38 287.05 301.40 316.47 332.30 348.91 366.36 384.68 403.91

    115 116 117 118 119 120 121 122 123

    273.38 287.05 301.40 316.47 332.30 348.91 366.36 384.68 403.91

    273.38 287.05 301.40 316.47 332.30 348.91 366.36 384.68 403.91

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    115 116 117 118 119 120 121 122 123

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    124 125 126 127 128 129 130 131 132

    20.20 21.21 22.27 23.38 24.55 25.78 27.06 28.42 29.84

    424.10 445.31 467.58 490.95 515.50 541.28 568.34 596.76 626.60

    124 125 126 127 128 129 130 131 132

    424.10 445.31 467.58 490.95 515.50 541.28 568.34 596.76 626.60

    424.10 445.31 467.58 490.95 515.50 541.28 568.34 596.76 626.60

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    124 125 126 127 128 129 130 131 132

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    133 134 135 136 137 138 139 140 141

    31.33 32.90 34.54 36.27 38.08 39.99 41.98 44.08 46.29

    657.93 690.82 725.36 761.63 799.71 839.70 881.68 925.77 972.06

    133 134 135 136 137 138 139 140 141

    657.93 690.82 725.36 761.63 799.71 839.70 881.68 925.77 972.06

    657.93 690.82 725.36 761.63 799.71 839.70 881.68 925.77 972.06

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    133 134 135 136 137 138 139 140 141

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    142 143 144 145 146 147 148 149

    48.60 51.03 53.58 56.26 59.08 62.03 65.13 68.39

    ### ### ### ### ### ### ### ###

    142 143 144 145 146 147 148 149

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    142 143 144 145 146 147 148 149

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    150 151 152 153 154 155 156 157

    71.81 75.40 79.17 83.13 87.28 91.65 96.23 101.04

    ### ### ### ### ### ### ### ###

    150 151 152 153 154 155 156 157

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    150 151 152 153 154 155 156 157

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    158 159 160 161 162 163 164 165

    106.09 111.40 116.97 122.82 128.96 135.41 142.18 149.28

    ### ### ### ### ### ### ### ###

    158 159 160 161 162 163 164 165

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    158 159 160 161 162 163 164 165

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    166 167 168 169 170 171 172 173

    156.75 164.59 172.82 181.46 190.53 200.06 210.06 220.56

    ### ### ### ### ### ### ### ###

    166 167 168 169 170 171 172 173

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    166 167 168 169 170 171 172 173

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    174 175 176 177 178 179 180 181

    231.59 243.17 255.33 268.09 281.50 295.57 310.35 325.87

    ### ### ### ### ### ### ### ###

    174 175 176 177 178 179 180 181

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    174 175 176 177 178 179 180 181

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    182 183 184 185 186 187 188 189

    342.16 359.27 377.23 396.10 415.90 436.70 458.53 481.46

    ### ### ### ### ### ### ### ###

    182 183 184 185 186 187 188 189

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    190 191 192 193 194 195 196 197

    505.53 530.81 557.35 585.21 614.48 645.20 677.46 711.33

    ### ### ### ### ### ### ### ###

    190 191 192 193 194 195 196 197

    ### ### ### ### ### ### ### ###

    ### ### ### ### ### ### ### ###

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    190 191 192 193 194 195 196 197

    0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

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    198 199 200

    746.90 784.24 823.46

    ### ### ###

    198 199 200

    ### ### ###

    ### ### ###

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    198 199 200

    0.00 0.00 0.00

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    Rental Cash Flows for PropertyFor a property investment, the most important element of the cash flow is rental

    This section applies financial maths to a basic discounted cash flow in a format t

    Rental incomes are governed by 3 key concepts:

    Rent passing: the rent being paid by the tenant today, set

    Market Rental Value (also Estimate or Open Market Rentallet at if let on the open market today. Market Rental Valu

    mainly the state of the economy, vacancy rate and curren

    Rent Review: an arrangement to vary the rent periodically

    the Rent Passing is increased to Market Rental Value only

    Lease Contract: the contract between landlord and tenant

    So the information investors will be looking at to estimate future income from in

    Assume we are looking at this building at the end of 2010.

    Unit Lease Start Lease End

    1 2006 2021 5 2011 21,800

    2 2005 2020 5 2015 26,000

    3 2009 2024 5 2014 25,070

    We need to calculate the expected income from this property, and decide how

    We will use a 5 year discounted cash flow, and assume that:

    Market Rental Values will grow at 2.0%

    My Required Return (Discount Rate) is 7.5%

    The building can be sold at the end of 2015 for 1,400,000

    In the blue cells below:

    - calculate the market rental value at each year end,

    - calculate the NPV of the investment assuming a pu

    both by discounting the individual cash fl

    - use Excel Data | What-If Analysis | Goal Seek to fin

    2010 2011 2012 2013 2014

    Year 0 1 2 3 4

    Market Rental of a Unit 26,000

    Rental Income (calendar years)

    Unit 1 21,800

    Unit 2 26,000

    Unit 3 25,070

    Total 72,870

    Capital ###

    RentReviewFrequency

    Next RentReview atEnd:

    RentPassing000

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    Net Cash Flow

    PV of 1 @ 7.5%

    PV of Cash Flow

    Net Present Value (NPV) sum of PV of Cash FlowNet Present Value (NPV) formula = NPV(Required Return,Future Cash Fl

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    income. (There are others, such as landlords' costs we will ignore here.)

    pical for UK property investment.

    t the start of the lease or last rent review.

    Value): the rent the building wouldvaries with the demand and supply -

    t rate of development completions.

    through the lease. In the UK, usually an Upward Only Rent Review -

    if Market Rental Value is higher than Rent Passing - every 5 years.

    hich runs for a specified term, in the UK usually from 5 to 15 years.

    estments will be something like this. For simplicity all dates are at the year end

    26,000

    26,000

    26,000

    uch we might bid to buy it.

    pa

    and the income from each unit (rent reviews are indicated in yellow)

    rchase price of 1m (shown as a negative cashflow in year 0)

    ws and by using the Excel NPV function

    the initial purchase price (in the red cell) which sets the NPV to zero

    2015

    5

    Rental value with compound growth @ 2%

    Rental income raised to market rental value after each review date (in y

    Sum of unit rental incomes

    1,400,000Assume sale at 1.4 million, purchase at end 2010 at -GUESS

    MarketRentalValue 000

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    Sum of Income & Capital

    Net Cash Flow x PV of 1

    ws) + Year 0 Cash Flow

    formula 1 / (1 + Required Return)^Year Number

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    ellow)

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    Rental Cash Flows for Property

    For a property investment, the most important element of t

    Rental incomes are governed by 3 key concepts:

    Rent passing: the rent being paid by the tenant to

    Market Rental Value (also Estimate or Open Markelet at if let on the open market today. Market Re

    mainly the state of the economy, vacancy rate a

    Rent Review: an arrangement to vary the rent peri

    the Rent Passing is increased to Market Rental V

    Lease Contract: the contract between landlord an

    So the information investors will be looking at to estimate fu

    Assume we are looking at this building at the end of 2010.

    Unit

    1 2006 2021 5 2011 21800

    2 2005 2020 5 2015 26000

    3 2009 2024 5 2014 25070

    We need to calculate the expected income from this propert

    We will use a 5 year discounted cash flow, and assume that:

    Market Re 0.02

    My Requir 0.08

    The buildi 1400000

    In the blue cells below:

    - calculate the market rental value at each year e

    - calculate the NPV of the investment assuming a

    both by discounting the individual cash

    - use Excel Data What-If Analysis Goal Seek to fin

    2010 2011 2012 2013 2014

    Year 0 1 2 3 4

    Market Re 26000 26520 27050.4 27591.41 28143.24

    Rental Income (calendar years)

    Unit 1 21800 26520 26520 26520

    Unit 2 26000 26000 26000 26000

    Unit 3 25070 25070 25070 25070

    Total 72870 77590 77590 77590

    Capital ###

    LeaseStart

    LeaseEnd

    Rent

    ReviewFrequency

    NextRentReview

    RentPassing000

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    Net Cash ### 72870 77590 77590 77590

    PV of 1 1 0.93 0.87 0.8 0.75

    PV of Cas ### 67786.05 67141.16 62456.89 58099.43

    Net Prese 0 sum of PV of Cash FlowNet Prese 0 formula = NPV(Required Return,Future

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    e cash flow is rental income. (There are others, such as landlords' costs we will ignore her

    day, set at the start of the lease or last rent review.

    t Rental Value): the rent the building wouldtal Value varies with the demand and supply -

    d current rate of development completions.

    iodically through the lease. In the UK, usually an Upward Only Rent Review -

    lue only if Market Rental Value is higher than Rent Passing - every 5 years.

    tenant which runs for a specified term, in the UK usually from 5 to 15 years.

    ture income from investments will be something like this. For simplicity all dates are at th

    26000

    26000

    26000

    y, and decide how much we might bid to buy it.

    pa

    d, and the income from each unit (rent reviews are indicated in yellow)

    urchase price of 1m (shown as a negative cashflow in year 0)

    flows and by using the Excel NPV function

    the initial purchase price which sets the NPV to zero

    2015

    5

    28706.1Rental value with compound growth @ 2%

    26520Rental income raised to market rental value after each review date (in yellow)

    26000

    28143.24

    80663.24Sum of unit rental incomes

    1400000Assume sale at 1.4 million, purchase at end 2010 at -GUESS

    Market

    RentalValue000

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    ###Sum of Income & Capital

    0.7 formula 1 / (1 + Required Return)^Year Number

    ###Net Cash Flow x PV of 1

    ash Flows) + Year 0 Cash Flow

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    .)

    year end

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    Basic ChartsCharts are often (though not always) a useful way of summarising complex dat

    The Insert Ribbon shows the basic Excel Charts; click the little arrow in the bott

    There are two main ways of creating an Excel chart:

    - highlight the blocks of data you want to chart, select Insert and then

    - highlight the blocks of data you want to chart, hit F11, Excel creates

    It is easiest to have all the data you need in a single block. To use separate blo

    Unfortunately the default formatting of charts created by Excel is fairly nasty. F

    Basically you change anything in a chart by selecting types & layouts from the

    Use the data below to create nice looking, properly titles and labelled,

    - a line plot comparing annual total returns across all countrie

    - a line plot comparing the Indices of total returns across all c

    - a column (or bar) chart comparing average returns across co

    - a scatterplot comparing returns and risks over the whole per

    Experiment with putting charts onto the current sheet, or creating the

    All Property Total Returns % pa

    Australia Canada France UK USA

    1990 -0.4 4.3 15.3 -8.4 2.3 19901991 -9.2 0.2 6.7 -3.1 -5.6 1991

    1992 -5.5 -5.5 2.8 -1.6 -4.3 1992

    1993 1.5 -6.4 -2.0 20.2 1.4 1993

    1994 12.3 1.9 -2.4 11.9 6.4 1994

    1995 8.3 5.0 -8.0 3.6 7.5 1995

    1996 8.4 7.0 -4.5 10.0 10.3 1996

    1997 10.7 18.5 0.9 16.8 13.9 1997

    1998 10.3 16.0 5.4 11.8 16.2 19981999 9.7 10.6 13.4 14.5 11.7 1999

    2000 11.0 11.9 14.2 10.5 12.5 2000

    2001 10.7 9.2 9.7 6.8 6.4 2001

    2002 9.8 8.8 8.6 9.6 6.1 2002

    2003 12.2 8.3 8.0 10.9 9.9 2003

    2004 14.0 12.9 10.0 18.3 13.1 2004

    2005 15.7 18.7 15.4 19.1 19.2 2005

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    2006 19.2 18.3 21.9 18.1 15.0 2006

    2007 18.3 15.8 17.8 -3.4 14.3 2007

    2008 -0.3 3.7 -0.9 -22.1 -7.4 2008

    2009 -2.2 -0.3 -1.4 3.5 -17.1 2009

    Source: IPD Source: IP

    Average Return

    Risk (Std Dev)

    Charts for Data Analysis - Scatterplots

    Besides making pretty pictures, charts can be useful for visualising data, for ex

    For example, a line chart of the data above suggests USA and Australia are stro

    but not with France.

    Scatterplots are useful for bringing out relationships, and generating some of th

    1990

    1991

    1992

    1993

    1994

    1995

    1996

    1997

    1998

    1999

    2000

    2001

    2002

    2003

    2004

    2005

    2006

    2007

    2008

    -20.0

    -10.0

    0.0

    10.0

    20.0

    30.0

    -20.0

    -15.0

    -10.0

    -5.0

    0.0

    5.0

    10.0

    15.0

    20.025.0

    Scatterplot Australia vs USA 1990-

    ReturnUS

    A

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    Charts for Data Analysis - Trendlines

    Adding trendlines is a handy way of highlighting long run underlying trends, an

    Right-Click the series, select Add Trendline. The appropriate form of tr

    For example, this chart shows that retail rental values have fallen much further

    Indices of Real Rental Values, UK

    Retail Office Industrial

    1975 100 100 100

    1976 93 87 93

    1977 88 80 89

    1978 91 80 89

    1979 90 77 89

    1980 89 75 88

    1981 87 73 82

    1982 87 71 80

    1983 87 69 76

    1984 89 68 75

    1985 92 68 73

    1986 98 74 73

    1987 109 88 79

    1988 122 104 91

    -15.0 -10.0 -5.0 0.0 5.0 10.0 15.0 20.0 25.0

    Return Australia

    -10.0 -5.0 0.0 5.0 10.0 15.0 20.0 25.0

    -20.0

    -15.0

    -10.0

    -5.0

    0.0

    5.0

    10.0

    15.0

    20.0

    25.0

    Scatterplot France vs USA 1990-20

    Return France

    ReturnUS

    A

    1975

    1976

    1977

    1978

    1979

    1980

    1981

    1982

    1983

    1984

    1985

    1

    20

    40

    60

    80

    100

    120

    140

    UK Rea

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    1989 129 110 102

    1990 123 101 100

    1991 115 82 93

    1992 109 64 83

    1993 104 54 74

    1994102 52 70

    1995 100 50 66

    1996 102 50 66

    1997 106 54 66

    1998 109 57 68

    1999 113 60 69

    2000 115 66 71

    2001 117 69 72

    2002 118 61 72

    2003 119 53 70

    2004 120 51 68

    2005 121 52 68

    2006 119 53 66

    2007 117 56 64

    2008 116 54 64

    2009 107 45 59

    Source: IPD

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    .

    m right to see lots.

    the chart type you want, Excel inserts a small chart on your current sheet

    a big chart on a new sheet, change the type to what you want from the top ribbon.

    ks, highlight each range you want you use, then hold down Ctrl and highlight the next.

    ortunately you have huge control over colours, font sizes etc etc to make them look nice.

    ibbon, or by Right-Clicking any element in the chart to bring up a context menu.

    charts showing:

    untries

    ntries over the whole period, 1990-1999 and 200-2009

    iod across countries

    m in separate sheets.

    All Property Total Returns % pa

    Australia Canada France UK USA

    100 100 100 100 100

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    D

    mple looking for relationships.

    ngly correlated with each other

    e basic statistical results.

    Once you have created the scatterplot

    - right click on the data points and select Add Trendline

    You can see straightaway the strength of the association.

    - check the boxes for in Display Equation and Display R2

    The R2 = square root of the correlation between the series

    2009

    Australia

    France

    USA

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    While the one for France looks much weaker.

    how far the variable is from trend.

    endline depends on the nature of the data.

    against long run trends than other sectors.

    1987

    1988

    1989

    1990

    1991

    1992

    1993

    1994

    1995

    1996

    1997

    1998

    1999