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2.4 Accuracy, Precision, Percent Error

1 min readfebruary 26, 2024

Welcome to our study session on the important concepts of accuracy, precision, and percent error in measurements. Understanding these terms will enhance your ability to interpret experimental data and improve your lab skills. Let's dive in!


🧠 Accuracy Versus Precision

🎯 Accuracy

Accuracy is about hitting the target where it counts. In chemistry, it refers to how close a measured value is to a true or accepted standard value.

🔍 Systematic Errors

Systematic errors can skew all measurements in one direction, either too high or too low. These errors often stem from flawed equipment or an experimental setup that isn't quite right. For example, if a balance is not zeroed correctly before use, all mass measurements will be inaccurate by the same amount.

Example of Accuracy: Imagine you're determining the concentration of a solution using titration. If your titrant has been accurately prepared and you reach the endpoint precisely at the expected volume, your calculated concentration is accurate.

🔄 Precision

Precision, on the other hand, is about consistency - how close multiple measurements are to each other regardless of their accuracy.

🔍 Random Errors

Random errors cause variations in repeated measurements due to unpredictable fluctuations. These could be from slight changes in environmental conditions or inherent limitations of measurement tools (like digital scale readout fluctuations).

Example of Precision: If you weigh a substance five times and get 2.05 g every time (assuming your scale reads to two decimal places), those measurements are precise—they're consistent with each other even if they aren't close to the true weight.

🤔 Comparing Accuracy and Precision

  • Accurate and Precise: All darts hit the bullseye closely together.
  • Accurate but Not Precise: Darts are spread out but centered around the bullseye.
  • Precise but Not Accurate: All darts cluster together but away from the bullseye.
  • Neither Accurate nor Precise: Darts are scattered all over the board with no pattern.

Untitled

Image courtesy of ScienceNotes


💯 Percent Error

Percent error measures or calculates how far off a measurement is from its true value as a percentage - it's like giving an accuracy score.

📐 Formula for Percent Error

The formula for percent error puts into perspective how much your experimental value deviates:

Percent Error=Experimental ValueTrue ValueTrue Value×100%\text{Percent Error} = \left|\frac{\text{Experimental Value} - \text{True Value}}{\text{True Value}}\right| \times 100\%

🌟 Interpretation

A low percent error means you're doing great—your measurement is very close to what it should be! High percent error? Time to check for mistakes or systematic errors.

✏️ Example Calculation

If you measure boiling water temperature as 98°C while its true value is 100°C at sea level:

Percent Error=98100100×100%=2%\text{Percent Error} = \left|\frac{98 - 100}{100}\right| \times 100\% = 2\%

Your measurement was pretty accurate!

➗ Practice Problem

Calculate the percent error if you find a substance's density to be 7.85 g/cm37.85 \ g/cm^3 when its known density is 7.92 g/cm37.92 \ g/cm^3.

Percent Error=7.857.927.92×100%=88.3%\text{Percent Error} = \left|\frac{7.85 - 7.92}{7.92}\right| \times 100\% = 88.3\%

⚙️ Factors Influencing Measurement Reliability

Understanding what affects accuracy and precision helps us control them better.

Factors Affecting Accuracy

  • Systematic Errors: Wrong calibration or faulty equipment.
  • Environmental Conditions: Lab temperature or air currents can shift results.
  • Procedural Errors: Misreading volumes or improper technique during an experiment.

Factors Affecting Precision

  • Random Errors: Variations that occur without pattern; like electrical noise affecting sensor readings.
  • Repeatability: Consistency in technique plays a huge role in getting similar results every time.
  • Equipment Quality: The finer resolution your instrument has, the more detailed (and potentially precise) your data will be.

🔧 Improving Your Measurements

Lastly, let’s cover some strategies for enhancing both accuracy and precision:

  1. Calibration: Regularly check and adjust your instruments against known standards.
  2. Replication: Conduct experiments multiple times to ensure reliability.
  3. Training: Proper technique comes with practice—make sure you're well-trained on procedures and equipment use.

⭐ Conclusion

‼️ Remember! It's crucial not only to perform experiments carefully but also to understand these underlying principles that impact their outcomes. Happy experimenting—and may your measurements be both accurate and precise!

2.4 Accuracy, Precision, Percent Error

1 min readfebruary 26, 2024

Welcome to our study session on the important concepts of accuracy, precision, and percent error in measurements. Understanding these terms will enhance your ability to interpret experimental data and improve your lab skills. Let's dive in!


🧠 Accuracy Versus Precision

🎯 Accuracy

Accuracy is about hitting the target where it counts. In chemistry, it refers to how close a measured value is to a true or accepted standard value.

🔍 Systematic Errors

Systematic errors can skew all measurements in one direction, either too high or too low. These errors often stem from flawed equipment or an experimental setup that isn't quite right. For example, if a balance is not zeroed correctly before use, all mass measurements will be inaccurate by the same amount.

Example of Accuracy: Imagine you're determining the concentration of a solution using titration. If your titrant has been accurately prepared and you reach the endpoint precisely at the expected volume, your calculated concentration is accurate.

🔄 Precision

Precision, on the other hand, is about consistency - how close multiple measurements are to each other regardless of their accuracy.

🔍 Random Errors

Random errors cause variations in repeated measurements due to unpredictable fluctuations. These could be from slight changes in environmental conditions or inherent limitations of measurement tools (like digital scale readout fluctuations).

Example of Precision: If you weigh a substance five times and get 2.05 g every time (assuming your scale reads to two decimal places), those measurements are precise—they're consistent with each other even if they aren't close to the true weight.

🤔 Comparing Accuracy and Precision

  • Accurate and Precise: All darts hit the bullseye closely together.
  • Accurate but Not Precise: Darts are spread out but centered around the bullseye.
  • Precise but Not Accurate: All darts cluster together but away from the bullseye.
  • Neither Accurate nor Precise: Darts are scattered all over the board with no pattern.

Untitled

Image courtesy of ScienceNotes


💯 Percent Error

Percent error measures or calculates how far off a measurement is from its true value as a percentage - it's like giving an accuracy score.

📐 Formula for Percent Error

The formula for percent error puts into perspective how much your experimental value deviates:

Percent Error=Experimental ValueTrue ValueTrue Value×100%\text{Percent Error} = \left|\frac{\text{Experimental Value} - \text{True Value}}{\text{True Value}}\right| \times 100\%

🌟 Interpretation

A low percent error means you're doing great—your measurement is very close to what it should be! High percent error? Time to check for mistakes or systematic errors.

✏️ Example Calculation

If you measure boiling water temperature as 98°C while its true value is 100°C at sea level:

Percent Error=98100100×100%=2%\text{Percent Error} = \left|\frac{98 - 100}{100}\right| \times 100\% = 2\%

Your measurement was pretty accurate!

➗ Practice Problem

Calculate the percent error if you find a substance's density to be 7.85 g/cm37.85 \ g/cm^3 when its known density is 7.92 g/cm37.92 \ g/cm^3.

Percent Error=7.857.927.92×100%=88.3%\text{Percent Error} = \left|\frac{7.85 - 7.92}{7.92}\right| \times 100\% = 88.3\%

⚙️ Factors Influencing Measurement Reliability

Understanding what affects accuracy and precision helps us control them better.

Factors Affecting Accuracy

  • Systematic Errors: Wrong calibration or faulty equipment.
  • Environmental Conditions: Lab temperature or air currents can shift results.
  • Procedural Errors: Misreading volumes or improper technique during an experiment.

Factors Affecting Precision

  • Random Errors: Variations that occur without pattern; like electrical noise affecting sensor readings.
  • Repeatability: Consistency in technique plays a huge role in getting similar results every time.
  • Equipment Quality: The finer resolution your instrument has, the more detailed (and potentially precise) your data will be.

🔧 Improving Your Measurements

Lastly, let’s cover some strategies for enhancing both accuracy and precision:

  1. Calibration: Regularly check and adjust your instruments against known standards.
  2. Replication: Conduct experiments multiple times to ensure reliability.
  3. Training: Proper technique comes with practice—make sure you're well-trained on procedures and equipment use.

⭐ Conclusion

‼️ Remember! It's crucial not only to perform experiments carefully but also to understand these underlying principles that impact their outcomes. Happy experimenting—and may your measurements be both accurate and precise!



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AP® and SAT® are trademarks registered by the College Board, which is not affiliated with, and does not endorse this website.


© 2024 Fiveable Inc. All rights reserved.

AP® and SAT® are trademarks registered by the College Board, which is not affiliated with, and does not endorse this website.