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For one toss of a certain coin, the probability that the outcome is heads is \(0.6\). If this coin is tossed \(5\) times, which of the following is the probability that the outcome will be heads at least \(4\) times?
Let's start by understanding what "at least 4 heads in 5 tosses" actually means in plain English.
When we say "at least 4," we mean "4 or more." Since we're only tossing the coin 5 times, "4 or more" can only be:
There's no way to get 6 or 7 heads when we only toss 5 times, so these are our only two possibilities.
Since these two outcomes cannot happen at the same time (they are mutually exclusive), we'll need to find the probability of each one separately, then add them together.
Process Skill: TRANSLATE - Converting "at least 4" into specific countable outcomes
Now let's be very clear about our two scenarios:
Scenario 1: Exactly 4 heads and 1 tail
This means in our sequence of 5 tosses, we get heads 4 times and tails 1 time. The tail could occur on any of the 5 tosses.
Scenario 2: Exactly 5 heads and 0 tails
This means all 5 tosses result in heads.
We need to calculate the probability of each scenario happening, then add them together since we want either one OR the other to occur.
Let's start with the simpler case: getting heads on all 5 tosses.
For this to happen:
Since each toss is independent, we multiply these probabilities together:
P(exactly 5 heads) = \(0.6 \times 0.6 \times 0.6 \times 0.6 \times 0.6 = (0.6)^5\)
This is more complex because the single tail can occur in different positions.
First, let's think about how many different ways we can arrange 4 heads and 1 tail in 5 tosses:
That's 5 different arrangements.
Now, what's the probability of any one specific arrangement (like HTHH)?
Probability = \(0.6 \times 0.4 \times 0.6 \times 0.6 \times 0.6 = (0.6)^4 \times (0.4)^1\)
Since there are 5 different ways this can happen, and each has the same probability:
P(exactly 4 heads) = \(5 \times (0.6)^4 \times (0.4)\)
Process Skill: CONSIDER ALL CASES - Systematically counting all possible arrangements
Since we want "exactly 4 heads OR exactly 5 heads," and these events cannot happen simultaneously, we add their probabilities:
P(at least 4 heads) = P(exactly 4 heads) + P(exactly 5 heads)
P(at least 4 heads) = \(5(0.6)^4(0.4) + (0.6)^5\)
Looking at our answer choices, this matches option E exactly.
The probability of getting heads at least 4 times in 5 tosses is:
\(5(0.6)^4(0.4) + (0.6)^5\)
This corresponds to Answer Choice E.
To verify: The first term represents the 5 ways to get exactly 4 heads, and the second term represents the 1 way to get exactly 5 heads.
1. Misinterpreting "at least 4" as "exactly 4"
Students often confuse "at least 4" with "exactly 4" and only calculate the probability for getting exactly 4 heads, missing the scenario where all 5 tosses result in heads. This leads them to incomplete solutions that don't account for all favorable outcomes.
2. Attempting to use complement probability incorrectly
Some students try to solve this by calculating 1 - P(0, 1, 2, or 3 heads), which is mathematically correct but much more complex and error-prone. They may start this approach but get overwhelmed by the multiple calculations required, leading to mistakes or incomplete solutions.
3. Not recognizing this as a binomial probability problem
Students might approach this as a simple multiplication problem without understanding that they need to account for different arrangements of heads and tails. They may try to solve it using basic probability rules without considering the combinatorial aspect.
1. Incorrect counting of arrangements for exactly 4 heads
When calculating the number of ways to arrange 4 heads and 1 tail in 5 tosses, students might miscount and use 4 instead of 5, or use other incorrect values. This leads them to expressions like \(4(0.6)^4(0.4)\) instead of the correct \(5(0.6)^4(0.4)\).
2. Using wrong probability values for tails
Some students might use 0.6 for both heads and tails, forgetting that P(tails) = \(1 - P(heads) = 1 - 0.6 = 0.4\). This error would lead to expressions with only 0.6 values throughout their calculations.
3. Incorrect probability multiplication for specific sequences
Students might make errors in calculating the probability of a specific sequence like HHHHT, perhaps forgetting to include the tail probability or using the wrong powers for the head probability.
1. Selecting only the "exactly 5 heads" component
After correctly identifying both scenarios (exactly 4 and exactly 5 heads), students might forget to add them together and select choice A, which represents only \((0.6)^5\) - the probability of getting exactly 5 heads.
2. Choosing the wrong coefficient for the "exactly 4 heads" term
Even if students understand they need to add both probabilities, they might select choice D with the coefficient 4 instead of choice E with the coefficient 5, due to their miscounting of arrangements in the execution phase.