Experimental Design and Scientific Method
201 questions
A student proposed the following hypothesis regarding soil drainage:
*Hypothesis*: Soil permeability (the rate at which water flows through soil) is determined by the average particle size of the soil, such that soils with larger average particle sizes will always have higher water flow rates, regardless of the compaction level of the soil.
To test this hypothesis, the student measured the water flow rate, in milliliters per minute (), through three different soil samples under both uncompacted and compacted conditions. The results are shown in the table below.
| Soil Sample | Average Particle Size () | Flow Rate - Uncompacted () | Flow Rate - Compacted () |
|---|---|---|---|
| X | |||
| Y | |||
| Z |
Based on these results, do the data support the student's hypothesis?
A student proposed the following hypothesis regarding the decomposition of hydrogen peroxide () in the presence of the catalyst catalase:
*Hypothesis*: The rate of decomposition increases linearly as the concentration of catalase increases, because more catalyst molecules are available to speed up the reaction.
To test this hypothesis, the student measured the rate of oxygen () gas production (in mL/min) at various catalase concentrations (in percent, ) while keeping the substrate concentration and temperature constant. The results are shown in the table below:
| Catalase concentration () | production rate (mL/min) |
|---|---|
| 0.0 | 0.0 |
| 1.0 | 5.4 |
| 2.0 | 10.8 |
| 3.0 | 16.2 |
| 4.0 | 16.3 |
| 5.0 | 16.3 |
Based on these results, how should the student modify the hypothesis?
Experiment 1
Yeast suspensions were incubated in flasks containing solutions of three different sugars (glucose, sucrose, and lactose) at a constant temperature of . The volume of carbon dioxide () gas produced was measured every minutes for a total of minutes.
Experiment 2
Yeast suspensions were incubated in flasks containing a glucose solution at four different temperatures (, , , and ). The volume of gas produced was measured only once, exactly minutes after incubation began.
Statement to evaluate:
The two experiments differed in their independent variables (sugar type vs. temperature) and also in how the dependent variable ( production) was monitored over time.
A student investigates how different colors of light affect the rate of photosynthesis in *Elodea* plants. The student places one *Elodea* plant in each of four separate glass beakers filled with water. Each beaker is exposed to a different color of light (red, blue, green, or white) by placing colored filters over the light source. To ensure enough light reaches each beaker, the student places the beakers at different distances from the light source: the beaker with the green filter is placed away, the blue filter beaker is away, the red filter beaker is away, and the white light beaker is away. After two hours, the student measures the volume of oxygen gas produced by each plant. Which of the following identifies a confounding variable in this experimental design that invalidates the student's conclusion about the effect of light color?
A student group conducts an experiment to compare the thermal conductivity of four different metal rods (copper, iron, aluminum, and brass). Each rod is placed on a stand, and one end is heated with a candle. The students measure the time (, in seconds) it takes for a small wax sphere placed at the opposite end of the rod to melt. To ensure a fair comparison, several variables must be controlled. Match each potential experimental deviation on the left with the specific confounding effect or type of error it introduces on the right.
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A student conducted an experiment to determine how the concentration of a sodium chloride () solution affects the rate of rust formation on iron nails. The student prepared beakers with different concentrations, placed identical iron nail in each beaker, and positioned the beakers at various locations in the laboratory. The experimental setup is summarized in the table below:
| Beaker | Concentration (\%) | Volume of Solution (mL) | Location in Laboratory |
|---|---|---|---|
| Next to a sunny window | |||
| Inside a closed wooden cabinet | |||
| Directly above a heating vent | |||
| On an open laboratory bench |
After days, the student measured the mass of rust that had accumulated on each nail. Which of the following factors represents an uncontrolled variable in this experiment that could confound the results?
An investigator wants to identify potential confounding variables and sources of error in various scientific investigations. Match each experimental design setup on the left with the corresponding source of error or confounding factor on the right.
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A group of students designed three separate experiments to investigate different physical and chemical processes. In each design, a specific uncontrolled variable or a systematic source of error was introduced.
* Experiment 1: To study how the concentration of reactant affects the rate of a chemical reaction, students combined reactant with reactant in three separate test tubes. They used , , and solutions of reactant . However, they used test tubes of different diameters (, , and ) for each concentration, measuring the time it took for the mixture to change color.
* Experiment 2: To study the effect of temperature on the rate of gas diffusion, students placed a gas canister at , , and at one end of a closed horizontal tube and measured the time required for the gas to travel to the other end. Because the trials were performed on different days, the relative humidity in the room fluctuated between and during testing.
* Experiment 3: To compare the density of three different liquid samples (, , and ), students used a graduated cylinder to measure of each liquid and recorded their masses using a digital balance. However, the balance was not zeroed (tared) before measuring Liquid , so the balance registered an initial reading of before any mass was added.
Match each experiment with its primary source of error or confounding variable.
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A student conducted an experiment to investigate the effect of pH on the rate of yeast fermentation. The student prepared four flasks, each containing of yeast and of glucose dissolved in of distilled water. Each flask was adjusted to a specific pH level and placed in a water bath at a designated temperature. The volume of carbon dioxide () gas produced in each flask was measured after :
| Flask | pH | Temperature () | Yeast Mass (g) | Glucose Mass (g) | Produced (mL) |
|---|---|---|---|---|---|
| 1 | |||||
| 2 | |||||
| 3 | |||||
| 4 |
Based on the table, which of the following factors represents a confounding variable that prevents the student from drawing a valid conclusion about the effect of pH on the fermentation rate?
A student conducts an experiment to investigate how the concentration of hydrochloric acid () affects the rate of chemical reaction with calcium carbonate (). The experimental conditions for the four trials are shown in the table below:
| Trial | Concentration () | Mass of () | Form of | Volume of () |
|---|---|---|---|---|
| 1 | Large chips | |||
| 2 | Large chips | |||
| 3 | Fine powder | |||
| 4 | Fine powder |
Which of the following is the primary confounding variable in this experiment that prevents the student from drawing a valid conclusion about the effect of acid concentration?
In scientific experiments, failing to control variables or using improper measurement techniques can introduce errors. Match each experimental scenario with the primary source of error or confounding variable it introduces.
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An investigation is designed to examine the reaction rate between magnesium () and hydrochloric acid (). In the baseline trial, a single solid strip of is placed into of solution at 22^\\circ\\text{C}, and the volume of hydrogen gas () released is recorded over .
To isolate the effect of reactant surface area on the reaction rate, a second trial must be designed. Which of the following experimental setups would allow for a valid comparison to the baseline trial?
In a baseline experiment, a student measured the rate of yeast fermentation by recording the volume of gas produced in a glucose solution at a constant temperature of . The student wants to design a follow-up experiment to determine the effect of pH on the fermentation rate. Arrange the following steps in the correct chronological order to properly execute this modified procedure.
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A group of students conducted an experiment to measure the electrical current produced by a monocrystalline silicon solar cell exposed to different wavelengths of light. For each trial, the cell was placed from a light source, the light intensity at the source was kept constant at , and the cell temperature was maintained at . The current output (in milliamperes, ) was recorded for wavelengths ranging from to in increments of .
Suppose the students want to conduct a follow-up experiment to determine how the distance from the light source affects the solar cell's current output when exposed to a single wavelength of light. Which of the following modifications to the procedure would allow the students to test this hypothesis?
In a study of ball dynamics, students dropped a standard tennis ball inflated to a pressure of from heights of , , and onto a concrete floor. In each trial, the temperature was maintained at , and the rebound height was recorded.
Suppose a student wants to conduct a follow-up experiment to determine how the internal air pressure of the tennis ball affects its rebound height. Which of the following procedures would be the most appropriate modification to the original study?
A student conducted a baseline experiment to measure the rate of heat transfer through a copper rod. The student attached wax beads at intervals along the rod, heated one end with a Bunsen burner, and recorded the time taken for each bead to melt. The student now wants to design a follow-up experiment to compare the relative thermal conductivities of copper, aluminum, and iron rods. To ensure a scientifically valid comparison that controls variables and measures the rate of heat transfer accurately, in what order should the student perform the following procedural steps?
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In a baseline experiment, a chemist measured the rate of hydrogen peroxide () decomposition by adding of manganese dioxide () to of a solution at and recording the volume of oxygen () gas produced over . The chemist wants to design a follow-up experiment to determine how temperature affects this reaction rate, while ensuring that the concentration of reactants, catalyst mass, and total volume remain controlled. Place the following steps in the correct chronological order to successfully perform this follow-up experiment.
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In a study of reaction kinetics, a student investigates the reaction between sodium thiosulfate () and hydrochloric acid (). The reaction produces solid sulfur, which precipitates and clouds the solution.
Experiment 1
The student placed a beaker containing of over a sheet of paper marked with a black cross. The student then added of to the beaker, immediately started a stopwatch, and recorded the time (in seconds) required for the liquid to become so opaque that the black cross was no longer visible. The reaction was conducted at . The student repeated this procedure at temperatures of , , and , keeping the volumes and concentrations of the reactants constant.
Suppose the student wants to design a follow-up experiment to determine how the concentration of affects the reaction rate, while ensuring that temperature does not act as a confounding variable. Which of the following modifications to the procedure of Experiment 1 would best achieve this goal?
Students conducted two studies to investigate heat conduction in metal rods. In both studies, a wax bead was placed at one end of a metal rod, and the other end was heated using a Bunsen burner. The time required for the wax bead to melt was recorded.
Study 1
Rods of copper, aluminum, and iron, all with a length of and a diameter of , were tested. The flame height of the burner was kept constant at .
Study 2
Copper rods with a diameter of and lengths of , , and were tested. The flame height of the burner was kept constant at .
Which of the following statements best describes a difference between the experimental designs of Study 1 and Study 2?
A group of students conducted a baseline experiment to measure the rate of transpiration in tomato plants under still-air conditions at a constant temperature of and relative humidity. They measured transpiration by recording the mass loss of a plant over time using a digital scale.
Suppose the students want to modify this experiment to investigate the specific, independent effect of wind speed on transpiration rate using a variable-speed fan and an anemometer (wind gauge). To ensure a valid follow-up experiment, in what order should the students perform the following procedural steps?
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