4.3 Strategy and Decision Making

How strategy turns goals and data into tactics, and how a structured decision process and return on investment settle a choice between two courses of action.

Transcript (194 lines)

0:00 In November, Cami turns down paying work for the third time in a month:
0:05 a winter formal wants a boba bar, the catering rig is already booked,
0:09 and the counter crew has no hours left to give.
0:12 The catering log now reads twenty-four events served in the trailing twelve
0:16 months, with requests declined on top.
0:20 Two blocks away, a storefront sits empty behind a for-lease sign,
0:24 and an unconfirmed rumor says a national boba franchise has looked at it.
0:29 Steep Street Boba has two ways to grow, money enough to start one,
0:34 and a choice that will shape the next three years.
0:37 This topic is the process that makes it.
0:40 I'm Logan Shaffer, and this is MAMAKO's AP Business,
0:43 Topic 4.3: Strategy and Decision Making.
0:47 Two skills by the end: explain how a business turns goals and data into a
0:52 strategy that guides its tactics, and run a complete deliberative decision process,
0:57 criteria and return on investment included, to choose between two courses
1:02 of action.
1:03 Practice questions for this topic are in the next video.
1:07 Let's go.
1:09 A strategy is a plan or approach for achieving a goal.
1:13 Business strategy describes how a business will reach one or more of its goals:
1:18 achieving competitive advantage, fulfilling its mission,
1:21 increasing revenue, reducing costs, or increasing profit.
1:26 Cami's fits on one card taped above the back-office desk,
1:29 and the card reads: grow where the brand already wins,
1:33 events and community, not head-to-head counters.
1:36 Businesses pursue different strategies because their capabilities,
1:40 their competitive landscapes, and their industries differ.
1:44 A national chain with hundreds of locations can chase the lowest price in
1:48 every market, because scale buys cheaper inputs; a three-year-old single shop
1:53 cannot, so her strategy grows from what the shop uniquely holds:
1:57 a seventy-five percent gross margin, a three-year neighborhood brand,
2:01 and a catering operation a new rival would have to build from zero.
2:05 A clearly defined strategy also does organizational work:
2:09 it mobilizes and aligns resources toward the stated goal,
2:13 which raises the likelihood of reaching it.
2:15 When every dollar and every staff hour can be tested against one card,
2:19 decisions rank themselves.
2:23 Businesses identify, gather, and track specific data to define a strategy,
2:28 evaluate whether it is working, and modify it when it is not,
2:32 and the data covers financial performance, customers,
2:35 competitors, and broader market trends.
2:38 Cami's strategy runs on three feeds.
2:41 The KPI dashboard from last topic: October revenue of twenty thousand four hundred
2:46 dollars against the eighteen-thousand-dollar prior-year
2:49 benchmark, and a punch-card repeat rate of forty percent.
2:54 The season curve from Unit 3: July peaks near forty-two hundred cups,
2:59 February troughs near eighteen hundred, so any new fixed cost must survive February.
3:05 And the catering log: twenty-four events served, twenty-three delivered complete
3:09 and on time, and requests now being declined.
3:13 The first two feeds say the counter is healthy; the third says demand is standing
3:17 outside the door.
3:19 Strategy then guides decision making and the development of tactics,
3:23 the specific actions or approaches intended to advance the strategy.
3:28 Under Cami's card, the current tactics: push the punch-card repeat rate from forty
3:33 percent toward the fifty percent goal, build event partnerships with the high
3:38 school and the community college, and settle the growth question this video
3:42 decides.
3:45 Managers and individuals make major decisions with a deliberative process:
3:50 define the problem to address or the decision to be made,
3:54 develop alternatives, establish decision-making criteria,
3:58 and evaluate the alternative courses of action to decide on the best approach.
4:02 The framework's name for it is the PACED model: problem,
4:06 alternatives, criteria, evaluation, decision, in that order.
4:12 The problem, defined precisely: event demand now exceeds what the rig and the
4:17 counter can serve, while a lease two blocks away offers a second location that
4:22 may not stay available.
4:24 The alternatives, defined just as precisely: Option A,
4:28 lease the space and open a second storefront; Option B,
4:32 buy a dedicated catering trailer.
4:36 Criteria are established before either option is evaluated,
4:40 so the numbers cannot lobby for an answer somebody already wanted.
4:44 Decision-making criteria name the key costs and benefits the choice will be
4:47 judged on.
4:49 Some are quantifiable: the impact on production costs,
4:52 total sales, and profits.
4:54 Some are intangible: the impact on reputation, mission,
4:58 and core values.
5:00 The lead financial criterion in most business decisions is return on
5:04 investment, ROI: the additional profit generated by an investment,
5:09 divided by the cost of the investment.
5:12 Profit is the word in that definition, and the people who write this exam love a
5:16 distractor that runs revenue through the same equation;
5:20 revenue is never ROI.
5:22 Criteria can also be market considerations, such as what each option
5:27 does to the business's competitiveness; operational considerations,
5:31 such as what each option does to capacity and supply risk;
5:35 and organizational considerations, such as what each option asks of employees.
5:41 Cami locks four criteria: year-one ROI, cash-flow impact judged against the
5:47 seasonal curve, staffing load, and fit with the strategy card.
5:53 Option A, every number on the card.
5:56 Upfront cost: twenty-six thousand five hundred dollars,
6:00 which is seventeen thousand for the equipment package her founding list costs
6:04 when repriced three years on, three thousand of lease deposit,
6:09 four thousand of buildout, and twenty-five hundred of opening inventory and
6:13 marketing.
6:14 New monthly fixed costs: nine thousand five hundred dollars,
6:18 which is twenty-eight hundred of rent, fifty-five hundred of staffing,
6:22 and twelve hundred of utilities, insurance, and miscellaneous.
6:27 At the shop's four dollars and fifty cents of contribution per cup,
6:32 the new location breaks even at nine thousand five hundred divided by four
6:36 fifty: two thousand one hundred eleven cups a month,
6:40 about seventy a day.
6:43 The revenue side is an estimate: Cami counted sidewalk traffic outside the space
6:48 on six afternoons, and the counts project sixty to eighty cups a day,
6:53 which is primary research and imperfect data, six afternoons standing in for a
6:58 year.
6:59 At sixty cups a day, eighteen hundred cups a month, contribution runs eighty-one
7:04 hundred dollars against ninety-five hundred of fixed cost:
7:08 a loss of fourteen hundred a month, sixteen thousand eight hundred a year,
7:13 an ROI of negative sixty-three percent.
7:17 At eighty cups a day, twenty-four hundred cups, contribution runs ten thousand eight
7:22 hundred: a gain of thirteen hundred a month, fifteen thousand six hundred a
7:27 year, an ROI of positive fifty-nine percent.
7:33 The midpoint, seventy cups a day, loses about fifty dollars a month.
7:38 One more cost resists the card entirely: the space is two blocks from her own
7:43 counter, so some of its cups would be her own customers walking two blocks,
7:47 revenue moved rather than added.
7:52 Option B: a used food trailer for fourteen thousand dollars,
7:57 a boba fit-out for forty-five hundred, and permits, wrap,
8:00 and inspection for fifteen hundred, twenty thousand dollars upfront.
8:04 The economics run per event rather than per month.
8:07 An average event bills one thousand dollars, about one hundred sixty-seven
8:12 cups at the six-dollar average, counted as cups on the income statement per the
8:16 shop's standing convention.
8:18 Ingredients and packaging take two hundred fifty dollars,
8:21 the usual twenty-five percent, and event staffing and fuel take one hundred fifty,
8:26 leaving six hundred dollars of contribution per event.
8:30 Fixed costs are annual rather than monthly: four thousand dollars,
8:33 which is twelve hundred of insurance, eight hundred of permits,
8:37 and two thousand of storage.
8:39 At last year's pace of twenty-four events, the trailer earns twenty-four times six
8:43 hundred minus four thousand: ten thousand four hundred dollars,
8:47 a year-one ROI of fifty-two percent.
8:51 At the forty-event plan the partnership tactics are meant to produce,
8:55 it earns twenty thousand dollars, an ROI of one hundred percent.
8:59 Forty is a stretch target and the plan says so; the honest case is the floor,
9:04 and the floor still beats the storefront's midpoint.
9:09 Now the criteria do their work, one row at a time.
9:13 Year-one ROI: the storefront ranges from negative sixty-three to positive
9:18 fifty-nine percent depending on an estimate built from six afternoons;
9:23 the trailer earns fifty-two percent at demand the log has already proven.
9:28 Cash-flow impact: the storefront adds ninety-five hundred dollars of fixed cost
9:32 to every month of the calendar, including a February that already runs four thousand
9:37 one hundred dollars cash-negative; the trailer's fixed load is about three
9:42 hundred thirty-three dollars a month, and its busy season is festival and graduation
9:47 season, so its cash arrives with the shop's curve instead of against it.
9:52 Staffing load: the storefront needs roughly two and a half new counter staff
9:56 plus a second manager, and the shop employs exactly one shift lead,
10:00 Priya; the trailer is staffed per event by the existing crew,
10:04 who want the extra hours.
10:06 Mission and brand fit: the storefront bets on winning a second head-to-head counter;
10:11 the trailer is the strategy card executed literally.
10:17 Two honest notes before the decision, because the framework carries both.
10:22 Managers also use strategic frameworks, structured tools that systematically
10:27 evaluate an option's internal and external variables against long-term goals and
10:32 strategy; the two most tested frameworks get the whole next topic.
10:37 And managers sometimes must weigh conflicting criteria with limited or
10:42 imperfect data, which makes some decisions imperfect:
10:46 the foot-traffic number is six afternoons of counting,
10:49 and the franchise rumor is unconfirmed in either direction.
10:52 A deliberative process does not remove that uncertainty;
10:56 it documents which risks the decision accepted and why.
11:02 Cami buys the trailer.
11:04 She orders it in November for February delivery, and she passes on the lease
11:08 knowing the rumor might be true, because the criteria were set before the
11:12 evaluation began and the decision stands on them.
11:16 The funding: eight thousand dollars down from the shop's cash,
11:20 plus a twelve-thousand-dollar equipment note in the shop's own name,
11:23 forty-eight payments of two hundred ninety dollars, each one two hundred fifty of
11:28 principal and forty of interest, nineteen hundred twenty dollars of total interest
11:33 over the term.
11:34 No co-signer is discussed, because three years of honest statements and a completed
11:39 refinance made the shop bankable alone.
11:42 From delivery, the interest line on the income statement reads seventy dollars a
11:46 month, thirty from the summer refinance note and forty from the trailer note.
11:53 That's Topic 4.3.
11:55 A one-card strategy, four criteria set in advance, and two options priced to the
12:00 dollar turned a growth question into a defensible decision:
12:04 the trailer, fifty-two percent ROI at proven demand,
12:08 funded without a co-signer.
12:10 The for-lease sign two blocks over is still up, and the rumor behind it is still
12:15 unconfirmed.
12:16 If a national franchise ever signs that lease, Cami will need a systematic way to
12:21 read a competitive environment force by force, and her own position inside it,
12:25 strength by weakness.
12:27 Those two tools are Topic 4.4, Strategic Frameworks:
12:31 Five Forces and SWOT.
12:34 If this helped, a like tells YouTube to show it to more first-cohort students,
12:38 and subscribing gets you the whole course, in order,
12:41 as it's built.
12:42 And the free AP Business vocab pack, every key term from all five units,
12:47 is waiting at mamako.app, link below.
12:50 The 4.3 practice video is ready next.
12:53 See you next time.

What a Strategy Is

A strategy is a plan or approach for achieving a goal. A business strategy describes how a particular business will reach one or more of its goals, which the framework lists as achieving competitive advantage, fulfilling the mission, increasing revenue, reducing costs, or increasing profit. Businesses pursue different strategies because they differ in capability, in competitive landscape, and in industry. A national chain can chase the lowest price everywhere, since scale buys cheaper inputs. A single three-year-old shop cannot, so its strategy has to grow out of what it uniquely holds: a high gross margin, a local brand, and a catering operation that a newcomer would need years to build.

A clearly defined strategy also does organizational work: it lines resources up behind one stated goal, and alignment of that kind raises the odds of reaching it. Written down in a sentence, a strategy lets every proposed spend and every staff hour be tested against the same standard, and decisions start ranking themselves.

Data, Tactics, and Alignment

Businesses identify, gather, and track specific data to define a strategy, judge whether it is working, and modify it when it is not. That data typically covers financial performance, customers, competitors, and broader market trends. A small business might run on three feeds: a KPI dashboard, a seasonal demand curve so no new fixed cost is approved without checking whether the slowest month can carry it, and a log of the work it has turned down, because declined demand is evidence too.

Strategy then guides decision making and the development of tactics, which are the specific actions or approaches intended to advance the strategy. The relationship runs one way. A strategy says where the business is going; tactics are the moves that get it there, and a tactic that cannot be traced back to the strategy is just activity.

The PACED Deliberative Process

Managers and individuals make major decisions with a deliberative process: define the problem or the decision at hand, develop alternatives, establish the criteria the choice will be judged on, then evaluate those alternatives and settle on the best approach. The framework calls this the PACED model, for problem, alternatives, criteria, evaluation, decision, and the order is the point.

Problem. State the decision precisely enough that a wrong answer would be visible. "We need to grow" is not a problem statement; "event demand exceeds what our current equipment and staff can serve, and a nearby lease may not stay available" is.
Alternatives. Name each course of action as a distinct, priceable option rather than a direction.
Criteria. Decide what the choice will be judged on, before any option is scored.
Evaluation. Score every alternative against every criterion.
Decision. Choose, and record which risks the choice accepted.

Setting Criteria Before Evaluating

Decision-making criteria name the key costs and benefits a choice will be judged on. Some are quantifiable, such as the effect on production costs, total sales, and profits. Others are intangible, such as the effect on reputation, mission, and core values, and they are no less binding for being unpriced. The framework also names market considerations, meaning what each option does to competitiveness; operational considerations, such as capacity and supply chain risk; and organizational considerations, meaning what each option asks of employees.

The lead financial criterion in most business decisions is return on investment, the extra profit an investment produces, divided by what the investment cost. Profit is the operative word. Push revenue through the same fraction and you get a much larger number that means nothing, which is exactly why it shows up as a tempting wrong answer. Criteria are set before evaluation for a procedural reason: criteria written after the numbers arrive tend to describe whichever option somebody already preferred.

ROI = \frac{additional profit from the investment}{cost of the investment}

Pricing the Alternatives

Two alternatives priced side by side show what the process is for. Option A, a second storefront, costs $26,500 upfront and adds $9,500 of fixed cost every month. At $4.50 of contribution per unit, it breaks even at 2,111 units a month, about 70 a day. Sidewalk counts on six afternoons suggest 60 to 80 a day, so the honest answer is a range: at 60 a day it loses $1,400 a month, or $16,800 across the year, an ROI of negative 63%. At 80 a day it gains $1,300 a month, or $15,600 across the year, an ROI of positive 59%.

Option B, a catering trailer, costs twenty thousand dollars upfront and earns per event rather than per month. A one thousand dollar event less two hundred fifty of ingredients and packaging and one hundred fifty of event staffing and fuel contributes six hundred dollars. Annual fixed costs are four thousand dollars. At last year's proven pace of twenty-four events, year-one profit is ten thousand four hundred dollars and ROI is fifty-two percent; at a stretch plan of forty events it is twenty thousand dollars and one hundred percent.

Criterion	Option A: second storefront	Option B: catering trailer
Upfront cost	$26,500	$20,000
Fixed cost load	$9,500 per month, every month	About $333 per month, seasonal peak
Year-one ROI	Negative 63% to positive 59%	52% proven, 100% at plan
Evidence behind the estimate	Six afternoons of foot-traffic counts	Twenty-four events already served

The same two alternatives scored on the criteria set before evaluation began.

Evaluating Against the Criteria

Evaluation runs one criterion at a time, not one option at a time, which keeps a strong showing on one measure from carrying an option that fails elsewhere. On ROI, the storefront's range depends on an estimate built from six afternoons while the trailer's 52% rests on demand already recorded. On cash flow, the storefront adds fixed cost to every month including the seasonal trough, while the trailer's fixed load is small and its busy season arrives with the demand curve rather than against it. On staffing, one option needs several new employees and a second manager the business does not have, and the other is staffed per event by a crew that wants the hours. On mission fit, one bets on winning a head-to-head counter and the other executes the written strategy literally.

Managers also use strategic frameworks at this step: structured tools that systematically evaluate an option's relevant internal and external variables against long-term goals and strategy. Topic 4.4 covers the two the exam tests most.

Imperfect Data and the Decision

The framework is unusually candid about the limits here: managers sometimes must prioritize conflicting criteria with limited or imperfect data, which produces imperfect decision making. In the comparison above, the foot-traffic estimate is six afternoons standing in for a year, a rumor about a competitor is unconfirmed in either direction, and one real cost never made it onto a card at all, since a second location two blocks from the first would move some of its own customers rather than adding new ones.

A deliberative process does not remove that uncertainty. What it does is make the trade-off explicit and record which risks the decision accepted and why, so that when conditions change the business can tell the difference between a bad decision and a good decision that met bad luck. That distinction is what a documented process buys, and it is the answer an exam response on this objective should reach.

Essential Knowledge Covered in Topic 4.3

Every essential knowledge statement for Topic 4.3 is covered above. The codes below let you check this page against your outline.

Section	Essential knowledge codes
What a Strategy Is	4.3.A.1, 4.3.A.3
Data, Tactics, and Alignment	4.3.A.2, 4.3.A.4
The PACED Deliberative Process	4.3.B.1
Setting Criteria Before Evaluating	4.3.B.2, 4.3.B.3
Pricing the Alternatives	4.3.B.3
Evaluating Against the Criteria	4.3.B.4
Imperfect Data and the Decision	4.3.B.5

Topic 4.3 covers 9 essential knowledge statements.

Worked Examples

Break-Even and ROI for a Second Location

Compute a break-even volume and a year-one ROI range for an option whose revenue is only estimated.

Option A is a second storefront. It costs twenty-six thousand five hundred dollars upfront and adds nine thousand five hundred dollars of fixed cost every month. Each drink contributes four dollars fifty. Sidewalk counts taken on six afternoons project sixty to eighty drinks a day. Find the break-even volume, then the year-one profit and ROI at each end of the estimate.

Upfront investment: $26,500
New monthly fixed costs: $9,500
Contribution per drink: $4.50
Low traffic estimate: 60 drinks per day
High traffic estimate: 80 drinks per day
Days per month: 30

1. Find the monthly break-even volume
Divide the new fixed cost by contribution per unit to get the volume that exactly covers it.
$\frac{9,500}{4.50} \approx 2,111$
2. Run the low end of the estimate
Convert sixty a day to a month, take contribution, and subtract fixed cost.
$60 \times 30 \times 4.50 - 9,500 = - 1,400$
3. Run the high end of the estimate
Repeat at eighty a day so the answer is a range rather than a single misleading figure.
$80 \times 30 \times 4.50 - 9,500 = + 1,300$
4. Annualize each case and divide by the investment
ROI puts additional profit over the cost of the investment. Use profit, never revenue.
$\frac{- 16,800}{26,500} = - 63 %; \frac{15,600}{26,500} = + 59 %$

Check answer

Answer
Break-even 2,111 per month; ROI between -63% and +59%. The storefront breaks even at about 2,111 drinks a month, roughly seventy a day, and its year-one ROI runs anywhere from negative 63 percent to positive 59 percent depending on which end of the traffic estimate holds.

Why it matters
The width of that range is the finding, not a nuisance to be averaged away. Six afternoons of counting is standing in for a year, so the honest presentation shows both ends and names the estimate's weakness. A single midpoint number would hide the risk the criteria were set to catch.

Per-Event Contribution and ROI for an Equipment Purchase

Build a per-event contribution and convert it into a year-one ROI at two demand levels.

Option B is a catering trailer costing twenty thousand dollars upfront, with annual fixed costs of four thousand dollars. An average event bills one thousand dollars, uses two hundred fifty dollars of ingredients and packaging, and takes one hundred fifty dollars of event staffing and fuel. Last year the shop served twenty-four events; the partnership plan targets forty. Compute year-one profit and ROI at both levels.

Upfront investment: $20,000
Annual fixed costs: $4,000
Average event billing: $1,000
Ingredients and packaging per event: $250
Staffing and fuel per event: $150
Proven event count: 24
Planned event count: 40

1. Find the contribution one event makes
Subtract only the costs that occur because the event happened; the annual fixed costs are handled once, later.
$1,000 - 250 - 150 = 600$
2. Compute year-one profit at proven demand
Use the demand the business has already recorded before using any planned figure.
$24 \times 600 - 4,000 = 10,400$
3. Convert that profit into ROI
Divide the additional profit by the cost of the investment.
$\frac{10,400}{20,000} = 0.52$
4. Repeat at the planned demand level
Label this case as a stretch target so it cannot be mistaken for the base case.
$\frac{40 \times 600 - 4,000}{20,000} = 1.00$

Check answer

Answer
52% at proven demand, 100% at plan. The trailer returns 52 percent in year one at demand already proven and 100 percent if the forty-event plan lands.

Why it matters
Report the floor case first and the stretch case second. An option whose worst realistic outcome already beats the alternative's midpoint has won on ROI without needing the optimistic number at all, and a decision built on the floor survives a plan that underdelivers.

The Total Cost of an Equipment Note

Separate principal from interest across a flat repayment schedule and total the cost of borrowing.

The trailer is funded with eight thousand dollars of the shop's own cash and a twelve thousand dollar equipment note in the business's name. The note runs forty-eight monthly payments of two hundred ninety dollars, each one two hundred fifty dollars of principal and forty dollars of interest. Confirm the principal repays exactly, find the total interest, and state the new monthly interest line if an existing note already charges thirty dollars a month.

Note principal: $12,000
Number of payments: 48
Monthly payment: $290
Principal portion: $250 per payment
Interest portion: $40 per payment
Existing monthly interest: $30

1. Check that the principal portions repay the loan
Multiply the principal component by the number of payments and compare to the amount borrowed.
$48 \times 250 = 12,000$
2. Total the interest across the term
Interest is the payment's other component, so multiply it out separately.
$48 \times 40 = 1,920$
3. Total the cash repaid
Add principal and interest, or multiply the payment by the term, and confirm the two agree.
$48 \times 290 = 13,920$
4. State the combined monthly interest line
Only the interest portion reaches the income statement; principal repayment does not.
$30 + 40 = 70$

Check answer

Answer
$1,920 of interest; $13,920 repaid; a $70 monthly interest line. The note repays twelve thousand dollars of principal and $1,920 of interest, for $13,920 total, and the income statement's interest line becomes $70 a month once both notes are running.

Why it matters
Two habits travel with every financing question in this course. Principal repayment is a cash outflow and never an expense, and only interest appears on the income statement. Confirming that the principal portions sum to the amount borrowed is a free check that the schedule was read correctly.

Key Terms

Practice Questions

4 questions. Nothing here is recorded or scored.

Question 14.3.A.3, 4.3.A.1
Vantry Kennels
Vantry Kennels boards dogs overnight and runs a daytime play yard on a lot at the edge of a small city. Josefa Tellier, the owner, has written the company's strategy as becoming the kennel that veterinarians in the county send their clients to, and each week she logs how many new clients arrived on a veterinarian's recommendation, how many book a second stay inside the same year, and what the two other kennels nearby charge for a night. Two courses of action are in front of her for next year, and the budget covers one. The first is a quiet wing of individual suites for dogs that do not settle in group housing, which is the case veterinarians ask about most. The second is a self-serve wash bay at the front for walk-in customers who groom their own dogs. Josefa knows the referral counts are written by hand at the front desk and go missing on the busiest holiday weeks, and a supplier has told her, without confirming it, that a national pet-care chain may open a boarding facility near the highway interchange.
The budget covers one course of action. Which of the following best describes how the company's written strategy helps Josefa choose between the two?
- A.It prices each course of action, so the cheaper of the two can be funded first.
- B.It gives both options one standard to be judged on, the referrals the goal names.
- C.It removes the need to estimate what each option would earn the company next year.
- D.It settles the choice by itself, since a written strategy names the purchase to fund.
Check answerHide answer
Answer: B
A.
A strategy prices nothing. Josefa still has to cost out the quiet wing and the wash bay, and the cheaper option is not automatically the one that carries the company toward its goal, since a low price on the wrong purchase is still the wrong purchase.
B.
Correct. Defining a clear strategy lines up resources and effort behind one stated goal, which raises the odds of reaching it. Vantry's goal is written down as winning the county's veterinary referrals, so the quiet wing and the wash bay stop being two appealing purchases and become two candidates measured on the same question: which one brings more referred clients through the door and keeps them booking. That is the organizational work a written strategy does.
C.
Reverses the relationship. A strategy tells Josefa which results matter; it does not supply the numbers. She still has to estimate demand, nightly rates, and costs for each option, and the strategy tells her which of those estimates deserve the most weight.
D.
A strategy names the goal, not the purchase. Two courses of action can both claim to serve referred clients, and separating them takes criteria and an evaluation, which is why a decision is still sitting in front of her.
Question 24.3.B.5
The gaps in the referral counts cannot be filled before the contractor's deadline, and the report about a national chain stays unconfirmed. Which of the following best describes how Josefa should proceed?
- A.Hold the decision until the counts are complete and the report about the chain is confirmed.
- B.Drop the criteria that rest on the incomplete counts and rank the two options on up-front cost.
- C.Decide on the criteria she can measure and record which risks the choice accepts.
- D.Weigh the unconfirmed report most heavily, since a new rival is the largest threat named.
Check answerHide answer
Answer: C
A.
Waiting is itself a decision, and it carries a cost: the contractor's deadline passes and the year opens with neither option in place. Some evidence does not arrive in time, and a manager who moves only on complete information rarely moves.
B.
Trades one distortion for another. Cost is the easiest criterion to measure, and ranking on it alone hands the year to whichever option is cheaper rather than to whichever option serves the goal. Rough evidence on a criterion that matters beats exact evidence on one that does not.
C.
Correct. Managers sometimes have to prioritize conflicting criteria with limited or imperfect data, and the result is imperfect decision making. A deliberative process does not remove that uncertainty. What it does is make the trade-off explicit and put on the record which risks the choice accepted, so that if the national chain does open, Josefa can tell the difference between a bad decision and a sound decision that met bad luck.
D.
Lets one rumor run the decision. An unverified report from a supplier is the weakest evidence on the table, and weighting it above counts Josefa gathered herself puts the least reliable input in charge of the most expensive choice.
Question 34.3.A.2, 4.3.A.4
Martial Arts Academy Conversion
A martial arts academy adopted a strategy of turning first-time visitors into members, and its main tactic is a free intro class offered with a first visit. The owner tracks two years.
Measure | Last year | This year First-time visitors | 240 | 300 First-time visitors who bought a membership | 48 | 75 Which conclusion is supported by the table?
- A.First-time visitors rose 25 percent, which shows the intro class is converting more of them.
- B.Memberships from first-time visitors rose 56 percent, and the conversion rate rose as much.
- C.The conversion rate held near one in five, so the added memberships came from a bigger crowd.
- D.The share of first-time visitors who bought a membership rose from 20 percent to 25 percent.
Check answerHide answer
Answer: D
A.
Head count and conversion are different measures. A bigger crowd can lift membership sales with the same share signing up, so a 25 percent rise in first-time visitors says nothing on its own about whether the intro class is working.
B.
Both halves cannot hold at once. Memberships did climb from 48 to 75, which is about 56 percent, but the conversion rate went from 20 percent to 25 percent, a quarter more rather than 56 percent more, because the visitor count grew underneath it.
C.
One in five describes last year only. Divide again: 75 over 300 is one in four, so the share converting did move, and this year's extra memberships come from a bigger crowd and a better rate together.
D.
Correct. Businesses track specific data to judge whether a strategy is working and to modify it when it is not, and the measure that fits this strategy is the share of first-time visitors who convert rather than the raw count. Last year, 48 of 240 converted, or 20 percent; this year, 75 of 300 converted, or 25 percent. The free intro class is a tactic, an action meant to advance the strategy, and the tracked data is what shows whether it did.
Question 44.3.B.3
A sign shop can lower material costs by shifting purchasing from three regional suppliers to a single overseas supplier with the lowest quoted price. Which of the following best describes the most significant cost the shop should weigh against that saving?
- A.A delay at the single supplier would halt production, with no second source ready.
- B.Paying less for materials lowers the profit the shop earns on each sign it finishes.
- C.The longer shipping lane means holding more material on the shelf, tying up cash.
- D.Checking material quality falls to the shop's own crew, adding hours to each order.
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Answer: A
A.
Correct. Decision-making criteria include operational considerations, such as what an option does to supply chain risk. Three regional suppliers give the shop somewhere to turn when one shipment slips, while a single overseas supplier puts the whole line behind one shipping lane, and a delay there stops the signs in progress rather than raising the cost of any one of them. That exposure is the heaviest item to set beside the lower price, even though it appears on no quote.
B.
Runs the arithmetic backward. A lower input cost raises the profit on each finished sign as long as the selling price holds. What the move threatens is not the margin on a sign but the shop's ability to keep building them.
C.
A real cost, and a smaller one. A longer lane does push the shop to keep more material on hand, and that cash sits on a shelf instead of working elsewhere. Carrying cost is a figure the shop can size in advance and plan around, though, while a stoppage it cannot source its way out of is the exposure that outranks it.
D.
A real cost, and a bounded one. Inspecting arrivals in-house adds hours that a regional supplier down the road used to absorb through easy returns, so it belongs on the list of what the move asks of the crew. It slows orders rather than stopping them, which is why it does not carry the weight of losing the shop's only source of materials.

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4.3.A.1 · 4.3.A.2 · 4.3.A.3 · 4.3.A.4 · 4.3.B.1 · 4.3.B.2 · 4.3.B.3 · 4.3.B.4 · 4.3.B.5