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Rethinking Quant: The Importance
of Analytical Thinking
David HarveyPercy L. Julian Professor
Chemistry & BiochemistryDePauw University
Greencastle, [email protected]
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Papers/Symposia on Education in Analytical Chemistry in the Journal of Chemical Education
A Plea for Rationally Coordinated Courses in Analytical Chemistry (Brinton, 1924)
The Training of Analysts (Clarke, 1937)
Developments in the Teaching of Analytical Chemistry (Picketts, 1943)
Analytical Chemistry – How It Should be Taught (Bremner, 1951)
Education Trends in Analytical Chemistry (Symposium, 1960)
Present Status of the Teaching of Analytical Chemistry (Symposium, 1979)
We Analytical Chemistry Teachers Don’t Get No Respect (Hirsch, 1987)
Keeping a Balance in the First Analytical Course (Kratochvil, 1991)
Teaching Analytical Chemistry in the New Century (Symposium, 2001)
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What is the Role of the Quant Course?
Is it to… …develop a fundamental understanding of
equilibrium chemistry and laboratory skills in solution chemistry?
…study modern, instrumental analytical techniques and applications?
…learn to solve real problems and to work as part of a small research team?
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Other Factors Affecting the Design of the Quant Course
Institutional Resources available instrumentation computational technology operating budget
Student Profile academic strengths and weaknesses balance between majors and non-majors career goals
Departmental Curricular Needs Where is equilibrium chemistry covered? Is there a dedicated advanced analytical lab? Is the analytical class a service course? Institutional commitment to vocational training? How does the department meet the CPT guidelines?
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Analytical Chemistry at DePauw University Before Fall
2001
Year Fall Spring
1 Principles of Chemistry I Principles of Chemistry II
2Organic Chemistry IQuantitative Analysis
Organic Chemistry IIInorganic Chemistry
3 Physical Chemistry I Physical Chemistry II
4 Advanced Inorganic Chemistry Instrumental Analysis
Recommended Curriculum for a Chemistry Major
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Analytical Chemistry at DePauw University Beginning
Fall 2001
Chem 120: Structure & Function of Organic Molecules
Chem 130: Structure & Properties of Inorganic Compounds
Chem 240: Structure & Function of Biomolecules
Chem 260: Thermodynamics, Equilibria, and Kinetics
Chem 170: Stoichiometric Calculations
Chemical Reactivity Chemical Analysis
Chem 351: Chemometrics
Chem 352: Analytical Equilibria
Chem 353: Instrumental Methods
Chem 450: Method Development Lab
Theoretical and Computational Chemistry
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Institutional, Departmental, and Student Context
Institution private, undergraduate, residential university 2400 students very selective
Department 8.33 full-time faculty (1.33 in analytical) 80 declared majors (8 chemistry, 72 biochemistry) excellent operating budget and institutional support strong instrumentation in all major areas
Student Audience 24 students/section; 3 sections/year ~50% of students are chemistry or biochemistry majors ~70% fulfilling requirements for health science programs ~10% are first-year students and ~20% are juniors or seniors
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Course Philosophy
…to create an environment that develops a student’s capacity to look at problems through the lens of analytical chemistry; that is, to think as an analytical chemist?
“Can we teach analytical thinking? The answer is that we cannot. It is a thought process and each individual has a varying thought process. However, we can exercise the student’s thought processes by continually exposing him to real analytical problems during the course of his education.”
S. Siggia J. Chem. Educ. 1967, 44, 545-546
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Chem 260: Class Structural Detail
class: 14 weeks at 3 x 60 minutes
Main Topics “Big 3” topics are foundational to analytical chemistry additional topics common to “Principles of Chemistry II” are left to
other courses 8-10 days available to focus on additional analytical content
Additional Analytical Content ladder diagrams for visualizing equilibrium chemistry data analysis exercises
uncertainty in measurements statistical comparison of data sets modeling data outliers
pre-lab planning time
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Chem 260: Lab Structural Detail
lab: 14 weeks at 1 x 180 minutes team of three students instrument suite: Vernier LabPro data interface with pH, ORP,
temperature probes and drop counter; Ocean Optics USB-2000 visible spectrometer
data stored on network drive
Case Studies in Ethics (1 week)
Four Preliminary Labs (4 weeks) introduce instrumentation, software, and important analytical concepts detailed procedures provided focus on communicating results
Four 2-3 Week Project Labs (9 weeks) no (or minimal) procedure provided statement of goals and issues to consider students design experiment
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Preliminary Labs (and Analytical Content) Preparing Solutions
uncertainty in measurements summary statistics
Newton’s Law of Cooling fitting theoretical models to data significance testing
Determination of Acetic Acid in Vinegar pH calibration and measurement acid-base titrations primary vs. secondary standards
Characterizing an Oscillating Reaction Beer’s law calibration using external standards boxcar filters and ensemble averaging
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Project Labs (with goals)
Decomposition of H2O2 determine H for reaction verify that Fe3+ is acting as a catalyst
Thermodynamics of Ca(OH)2 Solubility determine G, H, and S for the solubility reaction determine the effect of temperature on solubility
Acid Dissociation Constants of Organic Dyes determine pKa for synthetic and/or natural organic dyes
Kinetics of the Bleaching of Dyes determine rate law for the reaction explore the effect of pH on the reaction’s rate
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Newton’s Law of Cooling Prior to lab
in-class data analysis exercise on measurement uncertainty lab experiment evaluating accuracy and precision for dispensing 10 mL
of reagent using various types of glassware
Experimental Details two temperature probes five trials with each variable initial temperatures
Data Analysis model data using y = Ae-Ct + B determine values for for T0, Ts, and k compare expected values to determined values compare two probes evaluate appropriateness of Newton’s law
T(t) = T0 + (T0 – Ts)e-kt
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Confusion with Error Analysis an average Ts of 23.19oC with a standard
deviation of ±0.58oC is not in agreement with an expected value of 22.7oC
an average Ts of 23.19oC (±0.58oC) with one probe is not the same as an average Ts of 22.38oC (±0.55oC) for a second probe
data analysis exercise on comparing data
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Data Analysis Exercise on Regression Geometer’s Sketchpad
Anscombe data sets
warming of cold probe
cooling of warm probe
Project lab on bleaching of dyes
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Characterizing an Oscillating Reaction ostensible goal for students is to
follow the BZ oscillating reaction spectrophotometrically
practical goal is to provide an introduction to visible spectroscopy
signal-to-noise ratio ensemble averaging boxcar smoothing Beer’s law external standards calibration curves
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Project Lab 1Thermodynamics of the Decomposition of H2O2
Project Goals What is the value of H for the reaction? Demonstrate experimentally that the role of Fe3+ is catalytic.
Issues to Consider To determine whether there is a relationship between two variables
you must ensure that all other variables remain fixed. A calorimeter will absorb some of the heat released during the
reaction. You will need to establish if the amount of heat absorbed by your calorimeter is significant and, if so, determine how to make an appropriate correction.
What are the properties of a catalyst? In determining a value for H you inevitably will make some
assumptions. What assumptions might you make? How can you minimize their impact on your analysis?
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Verifying that Fe3+ is not Consumed During the Decomposition of H2O2
each spectrum is average of 16 scans
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Project Lab 3Acid Dissociation Constants for Organic Dyes Project Goal
Determine the pKa of two organic dyes by adapting the procedure from G. G. Patterson, “A Simplified Method for Finding the pKa of an Acid-Base Indicator by Spectrophotometry,” J. Chem. Educ., 1999, 76, 395-398.
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Using Ladder Diagrams to Foster Intuitive Thinking
pHpH = pKa = 3.17
F–
HF
4.17
2.17Buffer Region
• class: simplify equilibrium problems, such as pH dependent solubility of CaF2
• lab: control the speciation of weak acids by controlling pH
HPLC retention of p-aminobenzoic acid
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Anthocyanin Dye in Cranberry Juice
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Student Response “I liked that way we tied the labs in with the
class…it helped me understand the material.”
“[The course] bridged the gap between chemistry in the lab and chemistry in the classroom.”
“Labs really pushed my critical thinking and writing abilities…I liked the way [the course] flows…everything is connected.”
“I have learned a lot in this class…on the whole, I have gained a sense of clarity, and dare I say confidence. Confidence to know that if I don’t get something, I can figure it out.
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Acknowledgments Camille and Henry Dreyfus Foundation
DePauw University
Nicole Sweet (DPU ’04)
Sharon Crary
Chem 260 students