IM Alg1.5.21 Lesson: Predicting Populations

Here are the populations of three cities during different years.
[center][img]data:image/png;base64,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[/img][/center]What do you notice? What do you wonder?
Here are population data for three cities at different times between 1950 and 2000.
[center][img]data:image/png;base64,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[/img][/center][br]What does the data tell us, if anything, about the current population in the cities or what the population will be in 2050?
How would you describe the population change in each city during this time period? Write one to two sentences for each city. Then discuss with your group.[br]
What kind of model, linear or exponential, both, or neither do you think is appropriate for each city population?[br]
[size=150]For each population that you think can be modeled by a linear and or exponential function:[/size][br]Write an equation for the function(s).[br]
For each population that you think can be modeled by a linear and or exponential function: Graph the function(s).
Compare the graphs of your functions with the actual population data. How well do the models fit the data?[br]
Use your models to predict the population in each city in 2010, the current year, and 2050.[br]
Do you think that these predictions are (or will be) accurate? Explain your reasoning.[br]
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[/img][/center][br][center][img]data:image/png;base64,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[/img][/center]Would a linear function be appropriate for modeling the world population growth over the last 200 years?[br]Explain. If you think it is appropriate, find a linear model.[br]
Would an exponential function be appropriate for modeling the world population growth over the last 200 years? [br]Explain. If you think it is appropriate, find an exponential model.[br]
From 1950 to the present day, by about what percentage has the world population grown each year?[br]
From 1950 to the present day, by about how many people has the world population grown each year?[br]
If the growth trend continues, what will the world population be in 2050? How long do you think the growth will continue? Explain your reasoning.[br]
[size=150]Another common model for population growth which fixes some of the improbable predictions of the exponential model is called a [i]logistic [/i]model. A sample function [math]f[/math] of this type is the function [math]f\left(t\right)=\frac{10}{1+50\cdot2^{-t}}[/math].[/size][br][br]Evaluate this function for integer values of [math]t[/math] between 0 and 15.
Describe qualitatively how this function differs from an exponential one. What happens to the world population in the long run according to this model?

IM Alg1.5.21 Practice: Predicting Populations

The table shows the height of a ball after different numbers of bounces.
[center][img]data:image/png;base64,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[/img][/center]Can the height, [math]h[/math], in centimeters, after [math]n[/math] bounces be modeled accurately by a linear function? Explain your reasoning.[br]
Can the height, [math]h[/math], after [math]n[/math] bounces be modeled accurately by an exponential function? Explain your reasoning.[br]
Create a model for the height of the ball after [math]n[/math] bounces and plot the predicted values with the data.[br]
Use your model to estimate the height the ball was dropped from.
Use your model to estimate how many bounces it takes before the rebound height is less than 10 cm.
Mai used a computer simulation to roll number cubes and count how many rolls it took before all of the cubes came up sixes.
[size=150]Here is a table showing her results.[/size][br][center][img]data:image/png;base64,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[/img][/center][br]Would a linear or exponential function be appropriate for modeling the relationship between [math]d[/math] and [math]r[/math]? Explain how you know.
A ramp is two meters long.
[size=150]Priya wants to investigate how the distance a basketball rolls is related to the location on the ramp where it is released.[br][/size][br]Recommend a way Priya can gather data to help understand this relationship.
Here are the graphs of three functions.
[img]data:image/png;base64,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[/img][br]Which of these functions decays the most quickly?
Which one decays the least quickly?
The bungee jump in Rishikesh, India is 83 meters high. The jumper free falls for 5 seconds to about 30 meters above the river. Draw a graph of the bungee jump in Rishikesh.
Identify and describe three pieces of important information you can learn from the graph of the bungee jump.

Information