Data Champions Guided Workbook
TSIA2 Quantitative Laboratory
DATA CHAMPIONS
Guided Lab Workbook
Student Name: ___________________________________
Date: ___________________________
1. Probabilistic Reasoning Blueprint
Simple & Complementary Probability:
\(P(A) = \frac{\text{Favorable Outcomes}}{\text{Total Outcomes}}\)
\(P(\text{not } A) = 1 - P(A)\)
Compound Probability (AND):
Independent: \(P(A \text{ and } B) = P(A) \times P(B)\)
Dependent: \(P(A \text{ and } B) = P(A) \times P(B|A)\)
2. Statistical Measures & Shapes
Mean (\(\bar{x}\)): Sum of all values divided by count.
Median: Middle value when sorted. If even, average middle two.
Mode: Most frequent value. Can have multiple or none.
Range: Maximum value minus minimum value.
Standard Deviation (\(S_x\)): Spread from the mean. High = spread; Low = tightly packed.
Interquartile Range (IQR): \(Q_3 - Q_1\).
3. Multi-Tool Calculator Protocols
🧠 Mental Shortcuts
Use deviations from mean to find missing items. Simplify ratios to fractions quickly. Check discrete vs. continuous by asking "Can I have half of this?"
🔢 Basic & Square Root
Sum totals and keep denominators in memory using (M+, MR) to avoid double-calculating.
🎮 TI-84 Graphing
[STAT] -> [EDIT] to input lists.
[STAT] -> [CALC] -> [1-Var Stats] gives Mean, Sum, S.D., Median, and Quartiles.
TSIA2 Blueprint Alert: Probabilistic & statistical reasoning comprises 20-25% of the quantitative section. Mastering these strategy guides guarantees success!
Page 1
Data Lab: Classifying & Representing Lab Page 2
Q1
A statistics team gathers diverse variables. Which of the following variables is classified as a quantitative discrete variable?
A) The time (in seconds) it takes for a browser to render a page
B) The primary hex code representing dominant colors on a screen
C) The total number of digital books downloaded from a library database
D) The weight (in kilograms) of baggage loaded onto an aircraft
🧠 Mental Shortcut Ask: "Can I measure this with decimals dynamically, or count it in whole integers?" Whole counts are discrete.
🔢 Basic Tool Help Categorical data (non-numbers like hex codes) can be instantly eliminated first. Focus strictly on numerical counts.
🎮 TI-84 Key Guide Discrete data is mapped using list frequencies. When analyzing counts, data is always input as whole integers in L1.
Q2
The stem-and-leaf plot below represents the final exam scores of 20 college students. What percentage of students scored at least 85% on this exam?
Stem | Leaf • 6 | 0 2 5 • 7 | 1 4 4 8 • 8 | 0 2 3 5 5 8 9 • 9 | 1 2 4 5 7 8
Key: 6 | 0 = 60% exam score • Total students (n) = 20
A) 30%
B) 45%
C) 50%
D) 65%
🧠 Mental Shortcut "At least 85" means 85 and higher. Count Row 8 values (5, 5, 8, 9 -> 4 scores) and all 6 in Row 9. Total = 10.
🔢 Basic Tool Help Qualifying scores (10) divided by total (20) gives 0.50. Multiply by 100 on your calculator to get 50%.
🎮 TI-84 Key Guide Input qualifiers in L1. Run 1-Var Stats L1, check n = 10. Divide by total count 20.
📝 Student Laboratory Workspace (Show your calculations below):
Data Champions Guided Workbook • Page 2
Data Lab: Central Tendencies Lab Page 3
Q3
A software tester records load times on four trials: 78ms, 82ms, 85ms, and 91ms. To achieve a benchmark target mean load time of 85ms over five trials, what must the fifth load time be?
A) 85ms
B) 89ms
C) 91ms
D) 94ms
🧠 Mental Shortcut Look at the deviation from target 85:
78 (-7), 82 (-3), 85 (0), 91 (+6). Sum is -4. Fifth trial must offset: \(85 + 4 = 89\).
🔢 Basic Tool Help Sum trials: \(78+82+85+91 = 336\). Target sum: \(85 \times 5 = 425\). Subtract: \(425 - 336 = 89\).
🎮 TI-84 Key Guide Enter trials in L1. Go to home screen and calculate: 85*5 - sum(L1). Find sum via [2nd][LIST]->MATH->5:sum.
Q4
A county surveyor collects the size of households in a district. Based on the frequency table below, what is the median household size?
Household Size (x) Frequency (f)
24
37
48
53
62
A) 3.0
B) 3.5
C) 4.0
D) 4.5
🧠 Mental Shortcut Total frequencies = 24. Median is the average of 12th and 13th values. Row count: 4 (at size 2) + 7 (at size 3) = 11. So 12th and 13th must be in size 4.
🔢 Basic Tool Help Accumulate frequencies on screen: 4, 11, 19. Since the target positions 12 and 13 are after 11 but before 19, they map to size 4.
🎮 TI-84 Key Guide Input Sizes in L1, Frequencies in L2. Run [STAT]->CALC->1-Var Stats L1, L2. Check Med = 4.
📝 Student Laboratory Workspace (Show your calculations below):
Data Champions Guided Workbook • Page 3
Data Lab: Spread & Weighted Averages Lab Page 4
Q5
Compare the spreads of two grade distributions below. Both have a mean of 75. Which statement accurately compares their standard deviation (\(S_x\))?
Class A scores: {70, 72, 75, 78, 80} • Class B scores: {60, 65, 75, 85, 90}
A) Class A has a greater standard deviation.
B) Class B has a greater standard deviation.
C) Both classes have identical standard deviations.
D) Standard deviations are equal to their means.
🧠 Mental Shortcut S.D. measures dispersion from mean (75). Class B's data points are significantly further from 75 than Class A's. Larger gap = larger S.D.
🔢 Basic Tool Help Compare Range A (\(80-70=10\)) to Range B (\(90-60=30\)). Larger range strongly correlates with higher S.D. in symmetric sets.
🎮 TI-84 Key Guide Input Class A in L1, Class B in L2. Run 1-Var Stats L1 (\(Sx \approx 4.18\)) and compare with 1-Var Stats L2 (\(Sx \approx 12.75\)).
Q6
A developer's performance score is calculated from weighted components: Coding Projects (50%), Peer Code Reviews (35%), and Technical Writing (15%). If the developer scores 92 on Coding, 80 on Peer Reviews, and 70 on Writing, what is the overall weighted average?
A) 80.5
B) 84.5
C) 85.0
D) 87.5
🧠 Mental Shortcut Use decimals. \(92 \times 0.5 = 46\). \(80 \times 0.35 = 28\). \(70 \times 0.15 = 10.5\). Add them up: \(46 + 28 + 10.5 = 84.5\).
🔢 Basic Tool Help Type: 92 * .50 + 80 * .35 + 70 * .15 = 84.5. Confirm total weight is exactly 1.0 (100%).
🎮 TI-84 Key Guide Scores in L1: {92, 80, 70}, weights in L2: {0.50, 0.35, 0.15}. Compute 1-Var Stats L1, L2. Read \(\bar{x}\) = 84.5.
📝 Student Laboratory Workspace (Show your calculations below):
Data Champions Guided Workbook • Page 4
Data Lab: Basic Probability & Venns Lab Page 5
Q7
A secure container contains 15 red diagnostic flash drives, 12 blue diagnostic flash drives, and 13 green diagnostic flash drives. If a technician draws one drive at random, what is the probability that it is NOT green?
A) \(\frac{13}{40}\)
B) \(\frac{3}{10}\)
C) \(\frac{27}{40}\)
D) \(\frac{7}{10}\)
🧠 Mental Shortcut Total drives = \(15+12+13 = 40\). "Not green" means red or blue. \(15 + 12 = 27\) qualifying drives. Fraction = \(27/40\).
🔢 Basic Tool Help Store total sum 40. Divide qualifying (27) by total (40) to get 0.675. Check which multiple choice fraction equals 0.675.
🎮 TI-84 Key Guide Enter 27/40. Press [MATH] -> [1:▶Frac] -> [ENTER] to convert decimal 0.675 to the fraction \(\frac{27}{40}\).
Q8
Out of 80 system administrators, 45 are certified in AWS Cloud, 30 are certified in Google Cloud (GCP), and 15 hold certifications in both platforms. If an admin is chosen at random, what is the probability they are certified in AWS or GCP (or both)?
A) \(\frac{15}{16}\)
B) \(\frac{3}{4}\)
C) \(\frac{11}{16}\)
D) \(\frac{9}{16}\)
🧠 Mental Shortcut Venn Union: \(P(A \cup B) = P(A) + P(B) - P(A \cap B)\). Total certified = \(45 + 30 - 15 = 60\). Probability = \(60/80 = 3/4\).
🔢 Basic Tool Help Calculate: \(45 + 30 - 15 = 60\). Divide by 80: \(60 / 80 = 0.75\). Convert decimal 0.75 to the standard fraction \(\frac{3}{4}\).
🎮 TI-84 Key Guide Enter: (45+30-15)/80. Hit [MATH]->[1:▶Frac]. This returns the exact simplified form 3/4.
📝 Student Laboratory Workspace (Show your calculations below):
Data Champions Guided Workbook • Page 5
Data Lab: Compound & Conditional Lab Page 6
Q9
A quality control inspector tests identical chips in a batch. A box contains 8 functional chips and 2 defective chips. If two chips are drawn sequentially without replacement, what is the probability that both are defective?
A) \(\frac{1}{45}\)
B) \(\frac{1}{25}\)
C) \(\frac{4}{25}\)
D) \(\frac{2}{15}\)
🧠 Mental Shortcut 1st draw: 2 defective out of 10. 2nd draw: 1 defective remaining out of 9 left. Multiply: \(\frac{2}{10} \times \frac{1}{9} = \frac{2}{90} = \frac{1}{45}\).
🔢 Basic Tool Help \(2/10 = 0.2\). \(1/9 \approx 0.1111\). Multiply: \(0.2 \times 0.1111 \approx 0.0222\). Convert choice A: \(1 / 45 \approx 0.0222\). Match!
🎮 TI-84 Key Guide Input: (2/10)*(1/9). Press [MATH] -> [1:▶Frac]. This yields 1/45 in one quick step.
Q10
The table below shows the distribution of pass/fail results for a security certification exam. Given that a randomly selected candidate passed the exam, what is the probability that they are in Group A?
Category Pass Fail Total
Group A361248
Group B44852
Total8020100
A) \(\frac{9}{25}\)
B) \(\frac{3}{4}\)
C) \(\frac{9}{20}\)
D) \(\frac{3}{5}\)
🧠 Mental Shortcut "Given... passed" restricts the sample size strictly to the "Pass" column (total = 80). Group A passed = 36. Probability = \(36/80 = 9/20\).
🔢 Basic Tool Help Identify total passed (80). Target row passed (36). Divide: \(36 / 80 = 0.45\). Verify that \(9/20 = 0.45\) to select choice C.
🎮 TI-84 Key Guide Enter: 36/80. Press [MATH] -> [1:▶Frac]. This converts 0.45 instantly to the simplified fraction 9/20.
📝 Student Laboratory Workspace (Show your calculations below):
Data Champions Guided Workbook • Page 6
Data Champions Practice Worksheet
TSIA2 Quantitative Laboratory
DATA CHAMPIONS
Practice Sheet
Student Name: ___________________________________
Date: ___________________________
Independent Lab Set: Part I
Analyze each data scenario below and select the correct answer. Show your scratch work in the spaces provided.
01
An environmental research sensor network records several physical factors. Which of the following variables is classified as a quantitative continuous variable?
A) The number of active servers in a data center
B) The exact temperature (in Fahrenheit) of a CPU under heavy load
C) The classification of storage drives as either SSD or HDD
D) The count of IP addresses assigned to a local sub-network
Scratch Work / Strategy:
02
A dot plot represents the number of daily customer support tickets resolved by a software support team. The recorded data points are: 4, 5, 5, 6, 6, 6, 7, 7, 8, 9. What is the range of this data set?
A) 4
B) 5
C) 6
D) 9
Scratch Work / Strategy:
03
The average (mean) weight of 6 industrial shipping containers is 12 tons. When a 7th container is added, the new mean weight of all 7 containers becomes 13 tons. What is the weight of the 7th container?
A) 13 tons
B) 15 tons
C) 18 tons
D) 19 tons
Scratch Work / Strategy:
Data Champions Practice Sheet Page 1 of 3
Data Lab: Independent Set Page 2 of 3
04
A list of values consists of: 14, 15, 15, 17, 18, 19, 20, 45. Which of the following statistical measures is least affected if the outlier (45) is removed from the dataset?
A) Mean
B) Median
C) Range
D) Standard Deviation
Scratch Work / Strategy:
05
A research team analyzes a dataset of responses: 2, 4, 5, 8, 9, 12, 15. What is the interquartile range (IQR) of this data?
A) 6
B) 8
C) 10
D) 13
Scratch Work / Strategy:
06
A project manager evaluates a subcontractor's performance score: Speed (40%), Quality (40%), and Communication (20%). If the subcontractor scored 75 on Speed, 90 on Quality, and 85 on Communication, what is their final weighted score?
A) 81.5
B) 83.0
C) 84.0
D) 85.5
Scratch Work / Strategy:
Data Champions Teacher Key
TSIA2 Quantitative Laboratory
DATA CHAMPIONS KEY
Teacher Grading Key
Target Standard: Probabilistic & Statistical Reasoning
Workspace Verification: Classroom Validated
Guided Workbook Q1 • Classifying Data Correct Choice: C
Expanse of Core Logic: Discrete variables are numeric variables with countable integers. "The total number of digital books downloaded..." cannot be fractional (you cannot download 1.45 books). Continuous weights/times are measured, and colors represent qualitative (categorical) data.
Guided Workbook Q2 • Stem-and-Leaf Plots Correct Choice: C
Expanse of Core Logic: "At least 85%" corresponds to exam scores \(\ge 85\). In row 8, values are 85, 85, 88, 89 (4 values). In row 9, values are 91, 92, 94, 95, 97, 98 (6 values). Total qualifying scores = 10. Overall students = 20. Percent = \(\frac{10}{20} = 50\%\).
Guided Workbook Q3 • Targeted Mean Correct Choice: B
Expanse of Core Logic: Target mean for 5 trials = 85ms. Required total sum = \(85 \times 5 = 425\). Current sum of 4 trials = \(78 + 82 + 85 + 91 = 336\). 5th trial = \(425 - 336 = 89\). 🧠 Mental Math Validation: Deviation offsets: -7, -3, 0, +6 sum to -4. The 5th score must cover the -4 gap, meaning \(85 + 4 = 89\).
Guided Workbook Q4 • Median Frequency Table Correct Choice: C
Expanse of Core Logic: Sum of frequencies = 24. For even counts, median is the average of 12th and 13th values. Accumulating frequencies from size 2: size 2 has 4, size 3 has 7 (cumulative = 11). Size 4 has 8 (cumulative = 19). Both the 12th and 13th values must be 4. Median = 4.0.
Guided Workbook Q5 • Standard Deviation Concept Correct Choice: B
Expanse of Core Logic: Standard deviation evaluates statistical spread from the mean. Since Class B's components ({60,65,75,85,90}) are significantly wider spread than Class A's ({70,72,75,78,80}), its S.D. is much larger. Range B (30) > Range A (10).
Data Champions Answer Key Page 1 of 4
Data Lab: Guided Key Part II Page 2 of 4
Guided Workbook Q6 • Weighted Mean Correct Choice: B
Expanse of Core Logic: Sum of components: \((\text{Score} \times \text{Weight})\).
Coding: \(92 \times 0.50 = 46.0\).
Reviews: \(80 \times 0.35 = 28.0\).
Writing: \(70 \times 0.15 = 10.5\).
Total Weighted Average = \(46.0 + 28.0 + 10.5 = 84.5\).
Guided Workbook Q7 • Simple Probability Correct Choice: C
Expanse of Core Logic: Total flash drives = \(15 + 12 + 13 = 40\).
"Not green" is the complement of green. This includes red (15) and blue (12) drives: \(15 + 12 = 27\).
\(P(\text{not green}) = \frac{27}{40}\).