1.04k - Modelling growth, decay and finance with sequences

1.04k - Modelling growth, decay and finance with sequences

Choose a discrete model for equal changes or percentage changes, and use it for interest, savings and repayments. You will interpret integer-time thresholds, payment timing and the limits of a financial prediction.

Model equal changes or equal multipliers

Can you make regular loan repayments forever without reducing the debt at all? A 10001000-pound balance charged 2%2\% per month gains 2020 pounds in interest immediately. Paying exactly 2020 pounds returns it to 10001000. We will find what a larger payment changes, but first separate addition from multiplication.

You already know

An AP adds a fixed amount; a GP multiplies by a fixed factor. An increase of p%p\% multiplies by 1+p/1001+p/100, while a decrease multiplies by 1−p/1001-p/100.

A 10%10\% rise followed by a 10%10\% fall does not cancel: 1.1(0.9)=0.991.1(0.9)=0.99, leaving a 1%1\% loss. Percentages act on the current quantity, not always the starting quantity.

Discrete change models

If X0X_0 is the initial value and nn counts completed intervals,

Xn=X0+ndorXn=X0qnX_n=X_0+nd\quad\text{or}\quad X_n=X_0q^n

The first adds constant dd; the second uses constant multiplier qq. Here nn is a non-negative integer.

Not in the formula sheet: learn it.

The exponent is nn, not n−1n-1, because the initial observation is indexed zero.

Worked example 1: equal additions

Question. A stock starts at 200200 units and increases by 3030 units each week. Find its value after three weeks and state an assumption.

Plan. Count completed weeks from zero and add the same amount each time.

Xn=200+30nconstant weekly changeX3=200+90=290three intervals\begin{aligned} X_n&=200+30n && \text{constant weekly change} \\ X_3&=200+90=290 && \text{three intervals} \end{aligned}

Why start at zero? Before any week passes, the stock is already 200200.

Answer. 290290 units, assuming each week's net addition stays at 3030 units.

Check. The successive values are 200,230,260,290200,230,260,290.

Change only the rule for the weekly change: it is now 15%15\% of the current stock, equal to 3030 units only in the first week.

Worked example 2: equal multipliers

Question. The same initial stock grows by 15%15\% per week. Find its value after three weeks and state an assumption.

Plan. Apply the weekly retention-and-growth factor three times.

q=1+0.15=1.15percentage multiplierXn=200(1.15)ngeometric modelX3=304.175evaluate unrounded\begin{aligned} q&=1+0.15=1.15 && \text{percentage multiplier} \\ X_n&=200(1.15)^n && \text{geometric model} \\ X_3&=304.175 && \text{evaluate unrounded} \end{aligned}

Why is the answer above 290290? After week one, the same percentage acts on a larger stock.

Answer. The model predicts about 304304 units, assuming a constant weekly percentage with no other gains or losses.

Check. The first values are 200,230,264.5,304.175200,230,264.5,304.175.

Data 100,120,140100,120,140 suggest constant differences, while 100,120,144100,120,144 suggest constant ratios. A short fit does not establish that a rule will persist. Compare later observations and restrict the model to a sensible time range.

Watch out

Wrong: losing 12%12\% means multiplying by 0.120.12. Right: 88%88\% remains, so multiply by 0.880.88. State the interval and the meaning of the index.

Try a percentage loss, changing the multiplier's direction.

Interest changes the principal or the whole balance

Simple interest is calculated on the initial principal. Compound interest is calculated on the current balance, so earlier interest starts earning interest too.

Principal and interest rate

The principal PP is the amount initially deposited or borrowed. A rate ii per interval is written as a decimal: 4%4\% means i=0.04i=0.04. The interval must match the interest-crediting rule.

No deposits or withdrawals are included in the next two formulas.

Simple and compound balances

For nn completed intervals at fixed rate ii,

Bn=P(1+ni)(simple),Bn=P(1+i)n(compound)B_n=P(1+ni)\quad\text{(simple)},\qquad B_n=P(1+i)^n\quad\text{(compound)}

These assume the stated interest rule, no fees or tax and no other transactions.

Not in the formula sheet: learn it.

The first formula is arithmetic; the second is geometric.

Worked example 3: interest on the principal

Question. Find the balance after three years for 50005000 pounds at 4%4\% annual simple interest.

Plan. Find the fixed annual interest and add three copies.

Pi=5000(0.04)=200annual interestB3=5000+3(200)=5600three equal additions\begin{aligned} Pi&=5000(0.04)=200 && \text{annual interest} \\ B_3&=5000+3(200)=5600 && \text{three equal additions} \end{aligned}

Why is the annual interest fixed? Simple interest uses the initial 50005000 each year.

Answer. 56005600 pounds.

Check. Total interest is 600600 pounds, or 12%12\% of the principal.

Change only the interest rule from simple to annually compounded.

Worked example 4: interest on earlier interest

Question. Find the corresponding compound balance after three years and compare it with simple interest.

Plan. Multiply the balance by 1.041.04 three times, then subtract the simple balance.

B3=5000(1.04)3=5624.32compound balance5624.32−5600=24.32extra interest\begin{aligned} B_3&=5000(1.04)^3=5624.32 && \text{compound balance} \\ 5624.32-5600&=24.32 && \text{extra interest} \end{aligned}

Why is there an extra amount? Interest credited in years one and two itself earns interest later.

Answer. 5624.325624.32 pounds, 24.3224.32 pounds more than simple interest.

Check. The year-end balances are 52005200, 54085408 and 5624.325624.32 pounds.

A monthly rate of 0.5%0.5\% gives annual growth factor 1.00512≈1.061681.005^{12}\approx1.06168, not exactly 1.061.06. Conversely, an effective annual rate cannot simply be divided by twelve to obtain an equivalent effective monthly rate. Use the convention supplied, keep guard digits and round a final money amount to pennies when requested.

Watch out

Wrong: substitute a monthly rate with a number of years. Right: match the rate and interval, so three years at a stated monthly rate means 3636 intervals.

Change the rate and compare the two rules again.

Logarithms locate an integer-time threshold

When the unknown is an exponent, logarithms expose it. You need only a small bridge here; fuller logarithm methods come later.

For positive zz, log⁡z\log z means the power of 1010 giving zz: 10log⁡z=z10^{\log z}=z. The function is increasing, so taking logarithms preserves inequalities between positive quantities.

Logarithms of positive powers

For q>0q>0,

log⁡(qn)=nlog⁡q\log(q^n)=n\log q

To see why, write q=10log⁡qq=10^{\log q}, so qn=10nlog⁡qq^n=10^{n\log q}. Natural logarithms give the same threshold quotient when used consistently.

Not in the formula sheet: learn it.

If 0<q<10<q<1, then log⁡q<0\log q<0, and division by it reverses an inequality. For instance, 200(0.8)n<50200(0.8)^n<50 gives

nlog⁡0.8<log⁡0.25⟹n>log⁡0.25log⁡0.8≈6.21257n\log0.8<\log0.25\quad\Longrightarrow\quad n>\frac{\log0.25}{\log0.8}\approx6.21257

The first allowed integer is 77: the values at 66 and 77 are 52.428852.4288 and 41.9430441.94304. This is a ceiling decision, not ordinary rounding.

Worked example 5: first crossing in growth

Question. Determine the first whole year for which 1000(1.06)n>15001000(1.06)^n>1500.

Plan. Divide out the initial balance, take logarithms, then check neighbouring integers.

1.06n>1.5divide by 1000nlog⁡1.06>log⁡1.5positive argumentsn>6.95851…divide by positive log⁡1.06\begin{aligned} 1.06^n&>1.5 && \text{divide by }1000 \\ n\log1.06&>\log1.5 && \text{positive arguments} \\ n&>6.95851\ldots && \text{divide by positive }\log1.06 \end{aligned}

Why choose 77? It is the smallest integer strictly above the calculated boundary.

Answer. The first whole year is year 77.

Check. Year six gives 1418.521418.52 pounds; year seven gives 1503.631503.63 pounds, to pennies.

Change only which side of the same boundary is wanted: ask for the last year below the target.

Worked example 6: last year before crossing

Question. Determine the last non-negative whole year for which 1000(1.06)n<15001000(1.06)^n<1500.

Plan. Solve the reversed inequality and choose the largest permitted integer.

1.06n<1.5normalisen<log⁡1.5log⁡1.06=6.95851…positive log divisor\begin{aligned} 1.06^n&<1.5 && \text{normalise} \\ n&<\frac{\log1.5}{\log1.06}=6.95851\ldots && \text{positive log divisor} \end{aligned}

Why not select 77 again? The question now asks for a value before the crossing.

Answer. Year 66 is the last whole year below 15001500 pounds.

Check. The same two model values straddle the boundary, and the balance increases each year.

For a strict boundary exactly at n=6n=6, n>6n>6 starts at 77, whereas n≥6n\ge6 includes 66. Logarithmic comparisons, such as log⁡(Xn/200)<log⁡0.25\log(X_n/200)<\log0.25, are equivalent to comparing the positive arguments. Zero or negative arguments are invalid; q=1q=1 gives a constant model and must be checked directly because log⁡1=0\log1=0.

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