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An in-class experiment to illustrate the importance of sampling techniques and statistical analysis of data to quantitative analysis students
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Abstract
A simple in-class experiment designed to show the importance of sampling protocol and the use of statistics in data analyses is described. Two samples are presented to the class, an unmixed core sample and a mixed core sample. The samples contain equal amounts of two colors of otherwise identical candies. The candies in the unmixed sample are in two separate layers in a tall opaque cup and the candies in the mixed sample are in a paper bag. The class is divided into two groups, each of which repeatedly analyzes one of the samples by each person drawing out one candy. The results from each analysis (as a percentage of one of the colors) are tabulated on the blackboard and used to discuss what constitutes a good sampling protocol and a good sample. In addition, the results are used throughout the entire unit on statistics to demonstrate many calculations such as pooling data, comparison of means, confidence limits, and the use of Student's t-test. This demonstration has proved to be useful for engaging the interest of most students in sampling and statistics, and it is a particularly effective means of teaching active learners the very formalistic subject of statistics.
Keywords (Audience):
Second-Year UndergraduateKeywords (Domain):
Analytical ChemistryKeywords (Feature):
Tested DemonstrationsKeywords (Pedagogy):
Problem Solving / Decision MakingKeywords (Subject):
Quantitative AnalysisCiting Articles
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This article has been cited by 6 ACS Journal articles (5 most recent appear below).

A Laboratory Exercise To Demonstrate the Theory and Practice of Analytical Sampling
Brian A. Logue and Stephanie L. YousoJournal of Chemical Education2010 87 (3), 316-319A Laboratory Exercise To Demonstrate the Theory and Practice of Analytical Sampling
Brian A. Logue and Stephanie L. YousoJournal of Chemical Education2010 87 (3), 316-319In analytical chemistry classes, the importance of gathering a proper sample for analysis of bulk materials is often addressed only briefly or not at all. Although a number of classroom and laboratory exercises have been developed to illustrate factors ...

Sampling the Soils Around a Residence Containing Lead-Based Paints: An X-ray Fluorescence Experiment
Steven J. BachoferJournal of Chemical Education2008 85 (7), 980Sampling the Soils Around a Residence Containing Lead-Based Paints: An X-ray Fluorescence Experiment
Steven J. BachoferJournal of Chemical Education2008 85 (7), 980Sampling experiments utilizing field portable instruments are instructional since students collect data following regulatory protocols, evaluate it, and begin to recognize their civic responsibilities upon collecting useful data. A lead-in-soil experiment ...

Analysis of Iron in Lawn Fertilizer: A Sampling Study
Michael A. JeannotJournal of Chemical Education2006 83 (2), 243Analysis of Iron in Lawn Fertilizer: A Sampling Study
Michael A. JeannotJournal of Chemical Education2006 83 (2), 243A novel laboratory activity in sampling statistics, suitable for students in a quantitative analysis course, is described. In this activity, students measure the percentage of iron in a commercial lawn fertilizer by simple sorting and weighing. The pooled ...

Statistical Comparison of Data in the Analytical Laboratory
Michael J. SamideJournal of Chemical Education2004 81 (11), 1641Statistical Comparison of Data in the Analytical Laboratory
Michael J. SamideJournal of Chemical Education2004 81 (11), 1641In this article, an experiment designed to provide students with an experience involving statistical treatment of data is described. Most courses that deal with quantitative analysis focus on methodology; students must learn how to perform specific types ...

Titrimetric Determination of Carbon Dioxide in a Heterogeneous Sample ("Pop Rocks")
Craig M. Davis and Matthew C. MauckJournal of Chemical Education2003 80 (5), 552Titrimetric Determination of Carbon Dioxide in a Heterogeneous Sample ("Pop Rocks")
Craig M. Davis and Matthew C. MauckJournal of Chemical Education2003 80 (5), 552A traditional exercise in quantitative analysis is the titration of mixtures of sodium hydroxide, sodium carbonate, and sodium bicarbonate. Often, consumer products are studied. A procedure to analyze the total volume of carbon dioxide bubbles in the ...
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- Received: August 03, 2009
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