Data Analysis Lab
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APES Unit 2 Secondary Succession Data Activity/Lab – Graphing & Analysis + Key
Save prep time while giving students authentic, AP®-aligned graphing and data analysis practice. This engaging secondary succession data lab helps students visualize long-term ecological change using real-world data from the Georgia Piedmont. Students analyze plant community data from an abandoned agricultural field at four time points (5, 25, 75, and 200 years). They calculate relative abundance, create line graphs, and interpret trends to explain how ecosystems change over time. This lab
9th - 12th, Higher Education
Biology, Environment, Other (Science)
NGSS
HS-LS2-7
, HS-LS2-6
, HS-LS2-2
Also included in: APES Unit 2 Biodiversity Mega Bundle | Curriculum, Activities + Review
APES Math & Data Analysis Bundle (5 Labs) FRQ Practice + Answer Keys
If you want your APES students to score, they need more than notes—they need repeated practice with the exact skills the exam rewards: quantitative calculations, graph interpretation, trend analysis, and FRQ-style writing. This bundle includes 5 AP Environmental Science labs/activities that are no-prep, print-and-go, and built around real APES exam routines (rates, percent change, indices, models, and evidence-based solutions). ✅ 5 complete APES activities (Units 2, 3, 6/9, 8, 9) ✅ Real d
9th - 12th
Environment
Coral Reef Ecosystem Collapse Investigation Lab | Data Analysis & CER Grades 6-8
Coral Reef Ecosystem Collapse Investigation Lab | Data Analysis & CER Grades 6-8Turn ecosystem data analysis into a real-world marine science investigation! In this engaging mini-unit, students investigate how climate change, coral bleaching, overfishing, and ecosystem imbalance contribute to coral reef collapse. Using scientific observations, graphing, food web analysis, evidence evaluation, and CER-based scientific writing, students analyze how multiple environmental factors work together to d
6th - 8th
Biology, Marine Science
NGSS
MS-LS2-5
, MS-LS2-4
, MS-LS2-1
+1
Cellular Respiration Yeast Lab Case Study Worksheet | Biology Data Analysis
Engage students in data-driven learning with this yeast respiration lab case study. Students analyze experimental data to investigate how factors such as temperature, substrate type, and oxygen availability affect the rate of cellular respiration. This resource combines quantitative data analysis, interpretation, and experimental design, helping students develop a deeper understanding of respiration in a realistic laboratory context. What’s Included:5-page case study worksheet (printable PDF)Dat
9th - 12th, Adult Education, Higher Education
Biology
Photosynthesis Leaf Disk Lab Case Study Worksheet | Biology Data Analysis IB/AP
Engage students in real-world scientific thinking with this photosynthesis leaf disk lab case study. Students analyze experimental data and investigate how factors such as light intensity, carbon dioxide concentration, and temperature affect the rate of photosynthesis. This resource combines data analysis, interpretation, and experimental design, helping students build essential biology skills while working through a realistic lab scenario. What’s Included:5-page case study worksheet (printable
9th - 12th, Adult Education, Higher Education
Biology
Osmosis Potato Lab Case Study Worksheet | Biology Data Analysis | IB / AP
Engage students in data-driven learning with this osmosis potato lab case study. Students analyze experimental data to investigate how solution concentration affects the movement of water and the mass of potato tissue. This resource integrates quantitative data analysis, interpretation, and experimental design, helping students develop a deeper understanding of water potential and osmosis in a realistic laboratory context. What’s Included:5-page case study worksheet (printable PDF)Data tables wi
9th - 12th, Adult Education, Higher Education
Biology
Sleep Lab and Data Analysis Worksheet
This Sleep Lab includes custom data collection worksheet for students to complete at home, data collection, calculation and interpretation. This is a great activity to cover the importance of sleep but also reinforce research and science practices.
9th - 12th
Psychology
AP Environmental Science | LD₅₀ Dice Lab: Modeling Lethal Dose and Toxicity
🎲 LD₅₀ Dice Lab: Modeling Lethal Dose and Toxicity Bring data analysis and toxicology to life with this engaging LD₅₀ Dice Lab! In this hands-on simulation, students model how scientists determine the lethal dose (LD₅₀) of a substance, the dose that kills 50% of a test population. Using dice to represent random variation in organism sensitivity, students explore how chance and biological diversity affect the outcomes of toxicity studies. 🧪 OverviewWhen scientists study toxins, they expose
9th - 12th
Biology, Earth Sciences, Environment
Digital Forensics Python Lab: Browser History Investigation | Cybersecurity Pack
Digital Forensics Python Lab: Browser History Investigation | Cybersecurity Activity Modular Python investigation workflow Take your students deeper into cybersecurity with this hands-on Python digital forensics lab!In this advanced computer science and cybersecurity activity, students analyze browser history data using Python to uncover suspicious behavior, reconstruct timelines, and identify evidence of potential data exfiltration. This lab simulates a real-world forensic investigation, givi
9th - 12th, Higher Education
Computer Science - Technology, Forensics
Enzyme Kinetics & Inhibition CER Worksheets | AP Biology Data Analysis | NGSS
24 Enzyme Kinetics and Molecular Inhibition CER Worksheets for 11th Grade and 12th Grade Biology or Honors Chemistry students. Challenge advanced science students with rigorous, visual-based scenarios covering Michaelis-Menten and Lineweaver-Burk graph interpretation. Ready-to-use for AP test prep, lab extensions, or challenging homework assignments. This comprehensive resource bridges the crucial gap between complex molecular diagrams and highly analytical graphical data interpretation. Stud
9th - 12th
Biology, Chemistry
NGSS
HS-LS1-5
, HS-PS1-4
, HS-LS1-1
+2
Digital Forensics Python Lab: Browser History Investigation | Cybersecurity
Digital Forensics Python Lab: Browser History Investigation | Cybersecurity Activity Modular Python investigation workflow Take your students deeper into cybersecurity with this hands-on Python digital forensics lab! In this advanced computer science and cybersecurity activity, students analyze browser history data using Python to uncover suspicious behavior, reconstruct timelines, and identify evidence of potential data exfiltration. This lab simulates a real-world forensic investigation, giv
9th - 12th, Higher Education
Computer Science - Technology, Forensics
APES Unit 5 Commercial Fishing Methods Lab – Graphing, Impacts, Overfishing
Explore commercial fishing methods, analyze data, and evaluate trade-offs between efficiency, bycatch, habitat impact, and the consequences of overfishing. Hands-on, graphing-based, and discussion-friendly ... perfect for AP Environmental Science Topic 5.8, Impacts of Overfishing! What’s IncludedFull Fishing Methods Comparison Table with CPUE, bycatch, habitat damage, and fuel use Two graphing activities: Bycatch vs. Efficiency and Habitat Damage vs. Efficiency Nine analysis questions that guid
9th - 12th, Higher Education
Environment
NGSS
HS-LS2-7
, HS-LS4-6
, HS-ESS3-1
+3
Enzymes Unit Bundle | Biology & AP Biology Labs, Guided Notes, Activities
Bring enzymes to life with this engaging and visually organized biology unit! This resource is designed to support middle school, high school biology, honors biology, and AP Biology students through interactive lessons, guided notes, hands-on investigations, and data analysis activities. Students explore: • Enzyme structure and function • Active sites and specificity • Lock-and-key vs. induced-fit models • Factors affecting enzyme activity • Temperature and pH effects • Catalase and lipas
9th - 12th
Biology, Chemistry, General Science
AP Biology Sub Plan-Fertilizer Video WS, FRQ, Data Analysis, Graphing, CER + Key
Leaving a sub plan for an AP Biology class is always a headache. You cannot just leave a fluff video, but you also cannot leave a complex lab for a non-science substitute to manage. This comprehensive, fully editable sub plan is the perfect solution. Centered around "The Fertilizer Shock" documentary, this resource goes far beyond a basic video guide. It is a rigorous, full-period lesson that requires students to apply their knowledge of metabolism, cellular energetics, and symbiosis, analyze
9th - 12th
Biology, Environment, Physical Science
APES Full Sub Plan-Fertilizer Video WS, FRQ, Data Analysis, Graphing, CER + Key
Leaving a sub plan for an AP Environmental Science class is always a headache. You cannot just leave a fluff video, but you also cannot leave a complex lab for a non-science substitute to manage. This comprehensive, fully editable sub plan is the perfect solution. Centered around "The Fertilizer Shock" documentary, this resource goes far beyond a basic video guide. It is a rigorous, full-period lesson that requires students to apply their knowledge of biogeochemical cycles, analyze real-world
10th - 12th
Biology, Environment
Bloodletting vs Modern Medicine CER Lab | NGSS MS Science
Bloodletting vs Modern Medical Evidence CER Investigation Middle School Science | NGSS-Aligned | This structured middle school investigation allows students to evaluate the effectiveness of bloodletting compared to modern medical treatment using survival rate data, graphing, and Claim–Evidence–Reasoning writing. Students will: • Read historical context about bloodletting and early surgery • Analyze a real historical case study • Calculate survival rates (percentages) • Construct a bar graph • I
6th - 8th
Anatomy, Biology, Informational Text
Diffusion Agar Cube Lab Case Study Worksheet | Surface Area to Volume Ratio | IB
Engage students in data-driven learning with this diffusion agar cube lab case study. Students analyze experimental data to investigate how surface area to volume ratio, diffusion distance, and temperature affect the rate of diffusion. This resource combines quantitative data analysis, interpretation, and experimental design, helping students build a strong understanding of diffusion and its importance in biological systems. What’s Included:5-page case study worksheet (black-white, PDF)Applicati
9th - 12th, Adult Education, Higher Education
Biology
Food Web Collapse Graphing Activity & Trophic Cascade CER Lab Grades 6-8
Food Web Collapse Graphing Activity & Trophic Cascade CER Lab Grades 6-8 Turn ecosystem data analysis into a real-world marine science investigation! In this engaging activity, students analyze how predator decline affects herbivores, producers, and overall ecosystem balance through a trophic cascade. Using multi-line graphing, ecosystem analysis, and CER-based scientific writing, students investigate food web relationships, population trends, and ecosystem collapse in marine environments. 🔍
6th - 8th
Biology, Marine Science
NGSS
MS-LS2-2
, MS-LS2-5
, MS-LS2-4
+1
Catalase Enzyme Lab Case Study Worksheet | Enzyme Activity Data Analysis | Bio
Engage students in real-world scientific thinking with this catalase enzyme lab case study. Students analyze experimental data and investigate how factors such as temperature, pH, and surface area affect enzyme activity. This resource combines data analysis, graph interpretation, and experimental design, making it ideal for developing higher-order thinking skills in biology. What’s Included:Print-ready worksheet (PDF)Lab-based case study using catalase and hydrogen peroxideApplication and data a
9th - 12th, Adult Education, Higher Education
Biology
Aquaculture & Sustainability Mini Lab-AP Environmental Science | Print & Go PDF
Aquaculture & Sustainability Mini Lab (AP Environmental Science | Print & Go PDF) Help students explore the environmental trade-offs of aquaculture with this low-prep, data-driven mini lab designed for AP Environmental Science or advanced environmental science courses. In this print-and-go PDF, students analyze simulated data to investigate how different aquaculture systems impact water quality, dissolved oxygen, disease risk, and wild fish populations. Students compare open-net pens, pond-based
9th - 10th
Biology, Environment
AP Environmental Science | Thermal Inversion Mini - Lab | Print & Go
Thermal Inversion Mini Lab | AP Environmental Science | Print & GoLooking for a low-prep, high-impact lab to help your AP Environmental Science students truly understand thermal inversions? This print-and-go mini lab walks students through the concept step-by-step using real data analysis and critical thinking. 🔬 What Students Will Do: Pre-Reading & Guided Questions Students build foundational knowledge of thermal inversion, normal atmospheric conditions, and how temperature typically changes w
9th - 12th
Earth Sciences, Environment
Climate Data Analysis APES Unit 9 Keeling Curve + Temp Anomalies FRQ + Key
If your students can interpret the Keeling Curve and temperature anomaly graphs, they’re set up to score on the APES exam—because climate data interpretation shows up constantly. This Climate Data Analysis activity is a rigorous, AP-style worksheet/lab that uses real NOAA + NASA datasets to build exam-ready skills: rate calculations, trend interpretation, seasonal oscillation explanation, proxy data context, feedback loops, and IPCC pathway evaluation—ending with a full AP-style FRQ. ✅ A
9th - 12th
Environment
Also included in: APES Math & Data Analysis Bundle (5 Labs) FRQ Practice + Answer Keys
AP Biology: New Year Lab Skills– Pipetting & Design : Worksheets | Grade 9,10,11
Are you ready to kick off the New Year with a bang in your AP Biology classroom? The New Year Lab Skills Tune-Up resource is an essential tool designed to sharpen students' lab skills in pipetting and experimental design. This comprehensive resource not only enhances students' understanding of basic laboratory techniques but also prepares them for the rigors of AP exams. Teachers will find this product invaluable for reinforcing key concepts in a fun and engaging way. This resource bundle is de
9th - 11th
Anatomy, Biology, Environment
Also included in: AP Biology - UNIT 1 - New Year Holiday Seasonal Lessons Bundle
Tacoma Narrows Bridge Lab: Resonance & Waves (MS-PS4) Data, Graph + CER
Your students will never forget this question: How can a “normal” wind destroy a massive steel bridge? 🌉💨 This phenomenon-based NGSS lab uses the famous Tacoma Narrows Bridge collapse (“Galloping Gertie”) to launch a powerful investigation into waves, frequency, amplitude, natural frequency, resonance, and damping. Students watch the footage, generate authentic questions, then prove the science with a hands-on model investigation and real data analysis. This is the kind of lesson that fee
4th - 9th
Earth Sciences, Physical Science
NGSS
MS-PS4-1
, MS-PS4-2
, MS-ETS1-3
Also included in: Phenomenon-Based Science Lab Bundle (6 NGSS Units) CER + Teacher Keys
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