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Applying Statistics to Nano-Circuit Dimensions in Fabrication
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Educational Use
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Measuring the dimensions of nano-circuits requires an expensive, high-resolution microscope with integrated video camera and a computer with sophisticated imaging software, but in this activity, students measure nano-circuits using a typical classroom computer and (the free-to-download) GeoGebra geometry software. Inserting (provided) circuit pictures from a high-resolution microscope as backgrounds in GeoGebra's graphing window, students use the application's tools to measure lengths and widths of circuit elements. To simplify the conversion from the on-screen units to the real circuits' units and the manipulation of the pictures, a GeoGebra measuring interface is provided. Students export their data from GeoGebra to Microsoft® Excel® for graphing and analysis. They test the statistical significance of the difference in circuit dimensions, as well as obtain a correlation between average changes in original vs. printed circuits' widths. This activity and its associated lesson are suitable for use during the last six weeks of the AP Statistics course; see the topics and timing note below for details.

Subject:
Science
Scientific and Engineering Practices
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Cunjiang Yu
Miguel R. Ramirez
Minwei Xu
Song Chen
Date Added:
05/16/2019
CK-12 Advanced Probability and Statistics (CA Textbook)
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CC BY-NC-SA
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Submitted as part of the California Learning Resource Network (CLRN) Phase 3 Digital Textbook Initiative (CA DTI3), CK-12 Advanced Probability and Statistics introduces students to basic topics in statistics and probability but finishes with the rigorous topics an advanced placement course requires. Includes visualizations of data, introduction to probability, discrete probability distribution, normal distribution, planning and conducting a study, sampling distributions, hypothesis testing, regression and correlation, Chi-Square, analysis of variance, and non-parametric statistics.

Subject:
Mathematics
Probability and Statistics
Material Type:
Textbook
Provider:
CK-12 Foundation
Provider Set:
CK-12 FlexBook
Author:
Almukkahal, Raja
Date Added:
09/14/2010
Economic Statistics: Hypothesis Testing
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CC BY-NC-SA
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This activity helps a student recognize the consequences of Type I and Type II errors in hypothesis testing.

Subject:
Business and Information Technology
CTE
Economics
History/Social Sciences
Mathematics
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Pedagogy in Action
Author:
Rae Jean Goodman
Date Added:
05/29/2019
Probability & Statistics - Advanced (2nd Student's Edition)
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CC BY-NC-SA
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CK-12 Foundation's new and improved Advanced Probability and Statistics-Second Edition FlexBook introduces students to basic topics in statistics and probability, but finishes with the rigorous topics an advanced placement course requires.

Subject:
Mathematics
Probability and Statistics
Material Type:
Textbook
Provider:
CK-12 Foundation
Provider Set:
CK-12 FlexBook
Author:
Almukkahal, Raja
DeLancey, Danielle
Lawsky, Ellen
Meery, Brenda
Ottman, Larry
Date Added:
10/01/2010
Probability & Statistics - Advanced Second Edition (Student's Edition)
Conditional Remix & Share Permitted
CC BY-NC-SA
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CK-12 Advanced Probability and Statistics introduces students to basic topics in statistics and probability but finishes with the rigorous topics an advanced placement course requires. Includes visualizations of data, introduction to probability, discrete probability distribution, normal distribution, planning and conducting a study, sampling distributions, hypothesis testing, regression and correlation, Chi-Square, analysis of variance, and non-parametric statistics.

Subject:
Mathematics
Probability and Statistics
Material Type:
Textbook
Provider:
CK-12 Foundation
Provider Set:
CK-12 FlexBook
Author:
Almukkahal, Raja
DeLancey, Danielle
Meery, Brenda
Ottman, Larry
Date Added:
10/01/2010
Probability & Statistics - Advanced (Teacher's Edition)
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CC BY-NC-SA
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CK-12 Advanced Probability and Statistics Teacher's Edition provides tips and enrichment activities for teaching CK-12 Advanced Probability and Statistics Student Edition. The solution and assessment guides are available upon request.

Subject:
Mathematics
Probability and Statistics
Material Type:
Textbook
Provider:
CK-12 Foundation
Provider Set:
CK-12 FlexBook
Author:
Prolo, Jared
Zwack, Teresa
Date Added:
06/25/2011
Simple Lab Report for Experimental Design
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CC BY-NC-SA
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Here is a simple lab report that can be used in any science class (6-12). The report is designed to help students identify hypotheses, independent and dependent variables, controls, constants, and to analyze experiments. I have also included tips on a simple way to teach your students to identify the IV and DV through a "cave man hypothesis" and how to teach controls with less confusion.

Subject:
Science
Material Type:
Activity/Lab
Homework/Assignment
Lecture
Lecture Notes
Lesson
Student Guide
Teaching/Learning Strategy
Date Added:
12/24/2019
Statistical Analysis of Flexible Circuits
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Educational Use
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Students are introduced to the technology of flexible circuits, some applications and the photolithography fabrication process. They are challenged to determine if the fabrication process results in a change in the circuit dimensions since, as circuits get smaller and smaller (nano-circuits), this could become very problematic. The lesson prepares students to conduct the associated activity in which they perform statistical analysis (using Excel® and GeoGebra) to determine if the circuit dimension sizes before and after fabrication are in fact statistically different. A PowerPoint® presentation and post-quiz are provided. This lesson and its associated activity are suitable for use during the last six weeks of the AP Statistics course; see the topics and timing note for details.

Subject:
Science
Scientific and Engineering Practices
Material Type:
Lesson
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Cunjiang Yu
Miguel R. Ramirez
Minwei Xu
Song Chen
Date Added:
05/16/2019
Statistics: Large Sample Proportion Hypothesis Testing
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CC BY-NC-SA
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This 12-minute video lesson discusses large sample proportion hypothesis testing. [Statistics playlist: Lesson 53 of 85]

Subject:
Mathematics
Probability and Statistics
Material Type:
Lecture
Provider:
Khan Academy
Provider Set:
Khan Academy
Author:
Salman Khan
Date Added:
02/20/2011