Data Analysis Lab
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Psychology Lab Hope Optimism and Self-efficacy Collection
Hope, Optimism, and Self-Efficacy: A Psychology Lab Collection for High School Students This collection gives high school psychology students hands-on experience measuring, comparing, and critically analyzing hope, optimism, and self-efficacy using validated psychological instruments. Students take real psychometric scales online, collect class data, and run statistical analyses using free web-based calculators, making positive psychology constructs personal and testable. The collection includ
8th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Psychology Lab Collection Do You Know Yourself? Exploring Self Esteem
Do You Know Yourself? A Self-Esteem Lab Collection for High School Psychology This collection gives high school psychology students hands-on experience measuring, comparing, and critically analyzing self-esteem and self-concept using validated psychological instruments. Students take real psychometric scales online, collect class data, and run statistical analyses using free web-based calculators, making abstract constructs concrete and personally meaningful. The collection includes 10 lab a
8th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Photosynthesis Virtual Lab | IBDP Biology IA Prep | Statistics & Analysis Worksh
Stop worrying about broken lamps, cold water baths, and temperamental Elodea!This comprehensive worksheet and accompanying free interactive simulation provide the perfect "wet lab" alternative for IBDP Biology students. Designed specifically to prepare students for the Internal Assessment (IA), this activity guides them through experimental design, data collection, and the rigorous statistical analysis required for top marks. ABOUT THE ACTIVITY:Students use a custom-built, browser-based simulati
11th - 12th, Higher Education
Biology, Graphing
Also included in: IBDP Biology C1.3 Photosynthesis Lesson Pack
Forensic Science Blood Spatter Lab | Angle of Impact | NGSS TEKS VOL CCSS
Master blood spatter analysis with this engaging, standards-aligned lab that explores how angle of impact affects bloodstain patterns. Students analyze simulated blood droplets to understand the relationship between impact angles and stain dimensions, developing essential STEM skills in data collection, measurement, and analysis. This cross-disciplinary activity integrates physics, biology, and mathematics while teaching authentic forensic investigation techniques used by professiona
10th - 12th
Forensics, Math, Physics
CCSS, NGSS
HSG-SRT.B.5
, HS-ETS1-4
AP Stats Experimental Design Unit: AI Lab Assistant
Product SummaryBring experimental design to life with this fully interactive AP Statistics simulation! Operation Focus turns students into experimenters as they design, randomize, simulate, and analyze their own study — guided by an AI “Lab Assistant.” This bundle combines: A Flint AI simulation script where students define their study, assign treatments, and collect random results. A student companion packet for recording randomization outcomes, data, graphs, and analysis (no duplication from t
10th - 12th
Statistics
Hooke's Law Calculator | Interactive Physics Lab Tool for Spring Constant
Discover the ultimate Hooke's Law calculator for physics education! Our interactive spring mechanics tool helps students analyze elastic force relationships and calculate spring constants with professional accuracy. Perfect for physics labs, engineering courses, and mechanical engineering studies. Key Features: ✅ Spring constant calculator with statistical analysis ✅ Physics lab software with PDF report generation ✅ Force vs displacement graphing tool ✅ Linear regression analysis f
10th - 12th, Higher Education
Engineering, Graphing, Physics
AP Statistics Sticky Note Lab — Linear Regression (Slope, Intercept, Residuals)
How Tall is a Sticky Note? (Hands-On, Low Prep) Engage your AP Statistics students with a fun, hands-on regression activity they’ll actually remember! In this lab, students estimate the thickness of a single sticky note by stacking and measuring different counts of notes, then modeling the relationship with a least-squares regression line (LSRL).Students collect their own data, interpret slope and intercept in context, check model fit with residuals, and make both forward and inverse prediction
9th - 12th
Algebra 2, PreCalculus, Statistics
Scientific Method Lab Report Write-up Using Bouncy Balls (with MYP Criterion D)
This is a very fun, hands-on lab to help students go through the process of the scientific method and learn how to accurately write-up a lab report. This could be used as a summative assessment to a scientific method unit, a culminating activity at the end of the year, or as an introductory assessment or review at the beginning of the year depending on the grade level. The focus of the activity is for students to take three bouncy balls and conduct an experiment to see which ball will bounce
6th - 9th
General Science, Graphing
Lab Group Differences in Decision Making: Iowa Gambling Task
This laboratory activity suite investigates group differences in ventromedial prefrontal cortex (VPC) function through comparative statistical analysis. Students complete the Iowa Gambling Task, a validated decision-making assessment that measures VPC function through final bank amount scores. The activity is structured in three parallel investigations examining VPC function across different categorical variables: biological sex (male vs. female), grade level (juniors vs. seniors), and pet prefe
9th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Psychology Lab Think Hard, Think Logical? Need for Cognition and Rational Style
Activity Description Students complete the Need for Cognition Scale (NCS-6) and the Rational-Experiential Inventory (REI) Rational Thinking subscale, then pool paired scores from 9 classmates to compute a Pearson r. The lab examines whether people who enjoy thinking hard also tend to rely more on logical analysis. Students explain the psychological mechanism linking the motivation to think carefully (NFC) to the actual thinking style used (rational vs. experiential), and evaluate a fictional c
8th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Lab Psychology Attention: Correlational Study of Caffeine and Vigilance
This is a hands-on correlational research activity where students investigate the relationship between caffeine consumption and attention/reaction time. Students begin by calculating their daily caffeine intake using an online calculator, then complete a standardized psychomotor vigilance task (PVT) that measures their reaction time and attention lapses. After collecting their own data, students gather similar data from nine classmates to create a larger dataset. They then perform a Pearson corr
9th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Ask, Survey, Analyze! A Complete Data Science & Statistics Project
This multi-lesson “Data Detective” resource gives students a complete, authentic introduction to data science — from designing surveys, to collecting real data, to analyzing patterns, to drawing evidence-based conclusions. Perfect for enrichment, science fair projects, independent research, STEM extensions, or exploratory statistics for elementary, middle, or high school. Perfect For Science fair projects Enrichment / Gifted & Talented STEM programs Upper-elementary, middle, or high school M
5th - 10th
Applied Math
Oreo Cookie Standard Deviation Lab
This is an engaging and edible lab activity designed to teach students about statistical analysis using Oreo cookies. Students will calculate the mean and standard deviation to determine if Double Stuf Oreos truly contain double the amount of filling compared to regular Oreos. The activity includes: Hypothesis Formation: Students will formulate null and alternative hypotheses.Data Collection: Students will weigh the filling of both regular and Double Stuf Oreos.Statistical Analysis: A sample pro
9th - 12th, Higher Education
Biology, General Science, Statistics
Lab Aggression: Exploring the Statistical Landscape of Hostile Behavior
Aggression Analytics: Exploring the Statistical Landscape of Hostile Behavior This high school psychology lab collection focuses on measuring and analyzing different aspects of aggression, hostility, and anger among students using standardized psychological assessment tools. Students complete the Buss-Perry Aggression Questionnaire to measure physical aggression, verbal aggression, hostility, and anger. They collect data from classmates, differentiated by sex, and then perform statistical anal
9th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Burning Question: A Data-Driven Exploration of Student Burnout Psychology
Burning Question: A Data-Driven Exploration of Student Burnout and Statistical Analysis This activity is a series of interconnected psychology labs exploring the concept of burnout among high school students. Students complete the Burnout Assessment Tool (BAT) to measure their personal burnout levels across various dimensions including core symptoms (exhaustion, mental distance, emotional impairment, cognitive impairment) and secondary symptoms. The lab guides students through collecting and a
9th - 12th, Higher Education
Psychology, Social Emotional Learning, Statistics
AP Bio Guided Notes, Practice & Video Lesson | Mean, Median, Mode & Range
✨Make statistical analysis in AP Biology simple and meaningful with this guided notes, practice, and video lesson resource on Mean, Median, Mode, and Range (MMMR). Perfect for building student confidence with data interpretation, this resource combines structured guided notes, ready-to-use practice problems, and a teaching video lesson that reinforces key concepts. Students will see exactly how to calculate and apply MMMR in the context of AP Biology experiments, preparing them for both lab wo
9th - 12th
Biology, General Science, Statistics
CCSS
HSS-ID.A.1
, HSS-ID.A.2
, HSS-ID.A.3
AP Biology Test Prep & Review BUNDLE (MCQ, FRQ, Formula) Escape Room Low Prep
Task Verbs • FRQs • MCQs • Formulas • Data & Graph AnalysisAP Biology Review Games Bundle FRQ Task Verbs • MCQ Skills • Formulas • Graph & Data Analysis Help your students actually get AP Biology exam skills with this engaging, low-prep review game bundle. Designed to reinforce FRQ task verbs, MCQ strategies, formulas, and data/graph analysis, this resource turns tough concepts into interactive, fast-paced review that sticks. Perfect for exam prep, review days, sub plans, or those chaotic pre-b
9th - 12th
Biology, Other (Science), Statistics
CCSS, NGSS
HSS-ID.A.1
, HSS-ID.A.2
, HSS-ID.A.3
+12
Finding g and Moment of Inertia Using a Physical Pendulum using a meter stick
This engaging Compound (Physical) Pendulum Lab allows students to explore rotational motion by using a meter stick suspended from different pivot points. Students will measure the period of oscillation at multiple pivot locations, analyze how the distance to the center of mass affects motion, and use their data to determine gravitational acceleration (g) and the moment of inertia (I). This hands-on investigation strengthens understanding of key physics concepts including torque, rotational
11th - 12th, Higher Education
Calculus, Engineering
Walking Rainbow St. Patrick's Day Science
Bring meaningful science investigation into your classroom with this engaging Walking Rainbow Lab that goes beyond observation and into real data analysis, graphing, and evidence-based writing! Students investigate the driving question: How quickly does water move through a paper towel?This two-day NGSS-aligned lab integrates: Hands-on investigationMeasurable data collectionGraphing resultsInformational text readingClaim-Evidence-Reasoning writingScientific vocabulary developmentThis is not ju
2nd - 5th
General Science, Graphing, Reading
NGSS
4-LS1-1
, 2-LS2-1
, 3-LS1-1
+1
Lab Student-Led Exploration of Psychopathy Traits and Gender Differences
Mapping the Dark Triad: Student-Led Exploration of Psychopathy Traits and Gender Differences Psychopathy Assessment Lab: Data Collection and Analysis This high school psychology lab activity engages students in exploring psychopathy traits within their peer group through empirical data collection and analysis. Students begin by taking the Levenson Self-Report Psychopathy Scale (LSRP) online at openpsychometrics.org, which measures primary psychopathy (associated with callousness and manipula
9th - 12th, Adult Education, Higher Education
Health, Psychology, Statistics
Kindergarten Weather Unit Science K-ESS2-1 - Journals, Charts, Graphs, and More
Make observing and tracking weather fun and educational with this Kindergarten Weather Graphs and Journals Unit! Perfect for daily science routines, this engaging resource helps young learners build foundational skills in weather observation, data collection, graphing, and analysis. It includes weather tally charts, graphing pages, monthly weather journal pages, and colorful monthly covers to keep students organized and motivated. This resource aligns with Kindergarten NGSS Science Standa
PreK - 1st
Balanced Literacy, Earth Sciences, Graphing
AP Biology Null Hypothesis Practice | Data Analysis & Exam Prep
✨Make the null hypothesis easy for your AP Biology students with this ready-to-use practice activity. Using real lab-style data, students learn how to write, test, and explain null hypotheses — skills that are essential for labs, data analysis, and the AP Biology exam. ✅This resource is completely no-prep: you’ll get a student handout, a guided answer key, and even a video lesson to support instruction. Perfect for review, sub days, or pairing with AP Biology labs. ⏰Save time while helping
9th - 12th
Biology, General Science, Statistics
CCSS, NGSS
RST.11-12.7
, RST.11-12.9
, WHST.11-12.1
+2
Also included in: AP Biology Statistics Bundle | SD, SEM, Error Bars & Graphing Practice
Mars Colony Design: MYP Math & Design Unit | Probability, Statistics, Data sci
Engage your middle school students with this interdisciplinary MYP Unit where math and design come alive through a hands-on space colony simulation! Perfect for MYP Year 3, this unit integrates statistics, probability, compound interest, population growth, area, volume, ratios, and data analysis with real-world design thinking challenges. Students will plan, model, and manage a futuristic space colony, making strategic decisions while analyzing outcomes using mathematical reasoning and da
6th - 9th
Engineering, Graphing, Statistics
CCSS
6.SP.A.1
, 6.SP.A.2
, 6.SP.A.3
+25
STEM Mini-Pack Series | Helicopter Challenge
(ENGLISH)Grades 4th-6thSTEM Mini-Pack Series | Helicopter Challenge🎥 Digital Preview-Link:Coming Soon🎁 Sampler + Gift Link:https://drive.google.com/file/d/13aDvMWzus2bniJzsdFCFdDykLd3VGFWP/view?usp=sharingOVERVIEW: Bring hands-on STEM learning to life with a high-quality, classroom-ready STEM mini-pack designed to combine paper helicopter construction, flight testing, measurement, data collection, statistics analysis, and written reflection in a smaller, more affordable format. This resource
4th - 6th
Algebra, Physics, Statistics
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