An ichthyologist observes that climate change alters fish behavior such that the probability a certain coral reef fish species is active at night is 0.4. If 10 fish are randomly selected, what is the probability that at least 7 are active at night?

Sun, 03 May 2026 12:04:50 +0000

**Why Night Activity in Coral Reef Fish Is Shifting—And What Statistics Reveal**
An ichthyologist observes that climate change alters fish behavior such that the probability a certain coral reef fish species is active at night is 0.4. If 10 fish are randomly selected, what is the probability that at least 7 are active at night? This shift isn’t just fascinating—it reflects broader environmental changes. Warmer waters and shifting ecosystems disrupt natural rhythms, influencing feeding, mating, and predator avoidance. As scientists track these behavioral adaptations, data points like this become key indicators of climate impact beneath the waves. For curious minds tracking marine science, this number tells a story of ecosystem transformation. This trend is gaining attention across marine research and conservation circles in the U.S., where public awareness of ocean health grows alongside scientific findings. Citizen scientists, educators, and policymakers increasingly engage with data showing how even small changes in animal behavior can signal larger ecological shifts. The 0.4 probability of nighttime activity—while seemingly moderate—marks a notable deviation from historical norms, underscoring the subtle but significant effects of a warming ocean. Understanding the math behind these observations helps ground public understanding. The scenario follows a binomial probability model: each fish acts independently with a 40% chance of being active at night. With 10 fish selected, calculating the exact certainty of at least 7 nocturnal behaviors combines statistical clarity with real-world relevance. **Understanding the Numbers: A Clear Probability Breakdown**
The mathematical model is based on a binomial distribution, calculating the sum of probabilities for 7, 8, 9, and 10 successes (nocturnal activity) among 10 trials, each with a 0.4 probability. Using the formula:
P(X ≥ 7) = Σ [from k=7 to 10] C(10,k) × (0.4)^k × (0.6)^(10−k)
This results in a cumulative probability of approximately 0.054—the chance that at least seven out of ten fish display night activity under these new conditions. While modest, this figure highlights meaningful increase in nocturnal behavior compared to historical baselines.