First Digit Phenomenon Activity 6A: First Digit Phenomenon A Descriptive Statistical Discovery Instruction Sheet (Rev 2.5)

Size: px
Start display at page:

Download "First Digit Phenomenon Activity 6A: First Digit Phenomenon A Descriptive Statistical Discovery Instruction Sheet (Rev 2.5)"

Transcription

1 First Digit Phenomenon Activity 6A: First Digit Phenomenon A Descriptive Statistical Discovery Instruction Sheet (Rev 2.5) Introduction: Statisticians divide their subject into two major branches. Descriptive Statistics: Based on the concepts and methods necessary to organize and summarize data, which deals with describing data in the form of tables, graphs, or sample statistics Inferential Statistics: Is how to reach decisions about a large body of data by examining only a small part of the data, by dealing with inferring (or estimating) population characteristics from sample data At times we tend to downplay the category of descriptive statistics perhaps thinking it plays a minor role in making decisions and judgment calls or that it lacks the clout of inferential statistics. Specifically this spreadsheet activity provides students an opportunity to use simple side-by-side bar graphs to aid in their discovery of the amazing First Digit Phenomenon, while generally it helps them gain an appreciation for shapes of sampling distributions. This Activity in based on material covered in Units 5C and 6A Estimated Time for Completion: This activity could potentially be broken in two parts: 1) a gathering of population data accompanied by the analysis. 2) an internet search accomplished by a modification of the lift-hand theoretical distribution with the ensuring discussion questions. The total amount of time spent on the activity is fairly variable, approximately 1 to 3 hours for the spreadsheet and analysis, depending on the student in depth taken and background with Spreadsheet. Student can save a considerable amount of time by having the right-hand table and graph previously set up in the Template. Objectives: The Mathematical objectives of the activity are: 1. To discover through U.S. Census data, the distributions of both the right-hand and left-hand digits and how they dramatically differ. 2. To learn about the First Digit Phenomenon, its history, and some of the possible applications of Benford s Law. The spreadsheet objectives of the activity are: 1. To learn using Excel left, right, and countif functions and how to sort data. 2. To construct bar graphs and draw appropriate conclusions from the data.

2 Materials Required:. Access to the internet to gather population data from the U.S. Census Bureau s website and do a brief keyword search on Benford s Law and /or first digit phenomenon. Access to spreadsheet software The project template First_Digit_Phenomenon.xls. A selected states to analyze the distribution of the left and right-hand digits of the City and Town Populations - states chart is provided. This activity handout for recording, analyzing, and discussing the results. Activity Overview: Most of the project can be self-driven. The following list outlines what you can do to feel satisfied with the project and confident with your spreadsheet work. Become familiar with a sample of a completed spreadsheet that centers on the population of Idaho's 200 towns and cities (see last pages of this activity sheet). Make sure you are comfortable with the 'left', 'right', and 'countif' functions as well as Benford's Law formula: log(l + 1!Digit). You need to be clear on the right and left-hand distributions in terms of why shape and center matter, and to understand on what both the heights of the curve and area below the curve actually represent. Remember the absolute cell reference of the left digit column (column D) when building the 'countif' or the theoretical count formulas. Without the absolute cell referencing, as you fill down your formula, you will miss coverage of the first several towns or cities. The template may be useful to show you with a modest amount of effort depending on your spreadsheet skill level. The notion of copying a bar graph and then making modifications with a right-click, choosing Select data... ", can be extremely valuable to help you get started in the right direction. It may also prove useful to briefly review some of the key types of distributions such as left and rightskewed, uniform, normal, bi-modal, and where they are often found in life's various contexts. Before you begin: Review the section titled Shapes of Distributions discussed in unit 6A of your text. 1) What are the two Branches of Statistics? (1) (2) 2) Theorize what the distributions would approximately look like for both the right-hand and left-hand digits of the populations of towns and cities from your selected state. Show a sketch in the rectangles below Right-hand Digit Distribution Left-hand Digit Distribution

3 Procedure: Now, with your spreadsheet template ready to go, carefully follow the steps listed below. You have to choose one of three options to complete this activity. Your total score depends on the option chosen. Option 1: Option 2: Option 3: Regular score (7.0 points) 80% of the Regular score (5.6 points) 50% of the regular score (3.5 points) Note: States with a strikethrough line have too few cities and towns as reported in the census database which do not make for a valid analysis. Alabama Hawaii Massachusetts New Mexico South Dakota Alaska Idaho Michigan New York Tennessee Arizona Illinois Minnesota Arkansas Indiana Mississippi North Carolina North Dakota Texas California Iowa Missouri Ohio Vermont Colorado Kansas Montana Oklahoma Virginia Connecticut Kentucky Nebraska Oregon Washington Delaware Louisiana Nevada Pennsylvania Florida Maine New Hampshire Georgia Maryland New Jersey Rhode Island South Carolina Utah West Virginia Wisconsin Wyoming Option 1: Regular score (7.0 points) 1. Choose a state from the states chart shown above 2. Use a web browser to locate the U.S Census Bureau: Try the following Link or contact the State's Census Customer Service and ask them for the break down info of the individual population of each of the state cities and towns. You are not restricted to which year, may be you will be able to obtain the latest which could be of the year 2010 or later.

4 3. Open the Excel file of your selected state into your spreadsheet software. 4. Copy all the cells containing the names of the towns and cities of the state along with their projected populations (that is, data from columns A and B, excluding the headers). 5. Paste this information into columns A and B of your spreadsheet template. 6. Carefully use your Sort command to arrange the towns and cities from lowest to highest in population. (See your software's help documentation for the proper way to do this.) 7. After pasting the data into your template, you will have noticed that the right-hand digits of each town or city's population are automatically placed into column C along with a frequency table to the right and a side-by-side bar graph directly linked to the table. 8. Double click any of the right digits in column C to discover the built-in function that was used to correctly copy the right-hand digits of the population. Double click the Actual Count cells from column G to see how the 'countif' function is used. You might investigate more information about this 'countif' function in your software's help documentation. As you investigate the "Theoretical Count" cells from column H, notice that the total number of towns and cities is being multiplied by 1/10 since there are 10 potential digits on the right side. On average, each digit should appear equally often. 9. Using the knowledge gained from the right-hand distribution data, table, and side-by-side bar graph, construct the same information and graph for the left digits in a parallel way. Be careful to note that the left digits are 1 through 9 and therefore the theoretical count requires that the total number of towns and cities be multiplied by 1/ Depending on your graphing experience, it may be easier to copy and paste the bar graph and then customize it, rather than creating one from scratch for the left-hand digits. Refer to software help for some plotting tips to make an effective side-by-side bar graph of your data based on the left-hand digits of the populations (optional). Option 2: 80% of the Regular score (5.6 points) 1. Use the data provided for the state of Idaho 2: Do steps 4 10 listed above

5 Option 3: 50% of the Regular score (3.5 points) If time or facilities are such that individual Internet research is cumbersome for you, much of Benford's Law and/or first digit phenomenon can be addressed collectively. The story about its discovery by American astronomer Simon Newcomb and rediscovery by American electrical engineer is very interesting. Type a theoretical detailed report on the subject of this activity. Photo credits: WWH'.gutsbv.lId.ac.uk,

6 Analysis: Now with both side-by-side bar graphs completed, answer the questions below. 1. What type of distribution shape would you say fits (models) the following counts? Right Actual Count Left Actual Count Right Theoretical Count Left Theoretical Count 2. Which of the two types of actual digits fits its theoretical count distribution the best? LEFT-HAND RIGHT-HAND (circle one) 3. Referring to the one you did not circle above, describe in a brief sentence what characteristic(s) of the shape made it not be the best fit. Discussion: Before addressing the items below, modify the formula for the Left-hand Theoretical Count by using the logarithmic formula from Benford's Law. A brief Internet search on "Benford's Law" and/or "first digit phenomenon" would be very helpful. 1. Why do you suppose the actual count distributions are not as smooth as the theoretical? 2. By changing the right-hand theoretical count to reflect the logarithmic formula from Benford's Law, discuss how the shape improved the fit of the actual count. 3. Why would the right-hand digit's distribution be approximately uniform (flat)? 4. Why would the left-hand digit's distribution be roughly right-skewed? (see #5 below) 5. To better understand why there is a built-in bias for the lower digits in the left-hand distribution, scan the sorted populations of your state from low to high. Discuss why a city, as it grows in population, would remain with a left-hand digit of a 1 longer than a 2, or why longer with a 2 than a 3, etc. You may come to a better appreciation for the first digit phenomenon that occurs in certain kinds of data by noting how there is a 100% increase from 1 to 2 but then a dramatically tapering percentage thereafter. Fill in the rest of the table and discuss how this might apply to population changes in a town or city. Digit %Increase n/a 100% 6. Based on your Internet research, discuss a practical application of Benford's Law that interested you and why. Also, include what the Benford ratios are for digits 1 through 9.

7 1. The population of Idaho's 200 towns and cities Spreadsheet:

8

9

10

Average Loan or Lease Term. Average

Average Loan or Lease Term. Average Auto Credit For many working families and individuals, owning a car or truck is critical to economic success. For most, a car or other vehicle is their primary means of transportation to work. For those

More information

2017 National Clean Water Law Seminar and Water Enforcement Workshop Continuing Legal Education (CLE) Credits. States

2017 National Clean Water Law Seminar and Water Enforcement Workshop Continuing Legal Education (CLE) Credits. States t 2017 National Clean Water Law Seminar and Water Enforcement Workshop Continuing Legal Education (CLE) Credits NACWA has applied to the states listed below for Continuing Legal Education (CLE) credits.

More information

46 Children s Defense Fund

46 Children s Defense Fund Nationally, about 1 in 15 teens ages 16 to 19 is a dropout. Fewer than two-thirds of 9 th graders in Florida, Georgia, Louisiana and Nevada graduate from high school within four years with a regular diploma.

More information

Wilma Rudolph Student Athlete Achievement Award

Wilma Rudolph Student Athlete Achievement Award Wilma Rudolph Student Athlete Achievement Award CRITERIA FOR NOMINATION The N4A Wilma Rudolph Student Athlete Achievement Award is intended to honor student athletes who have overcome great personal, academic,

More information

medicaid and the How will the Medicaid Expansion for Adults Impact Eligibility and Coverage? Key Findings in Brief

medicaid and the How will the Medicaid Expansion for Adults Impact Eligibility and Coverage? Key Findings in Brief on medicaid and the uninsured July 2012 How will the Medicaid Expansion for Impact Eligibility and Coverage? Key Findings in Brief Effective January 2014, the ACA establishes a new minimum Medicaid eligibility

More information

STATE CAPITAL SPENDING ON PK 12 SCHOOL FACILITIES NORTH CAROLINA

STATE CAPITAL SPENDING ON PK 12 SCHOOL FACILITIES NORTH CAROLINA STATE CAPITAL SPENDING ON PK 12 SCHOOL FACILITIES NORTH CAROLINA NOVEMBER 2010 Authors Mary Filardo Stephanie Cheng Marni Allen Michelle Bar Jessie Ulsoy 21st Century School Fund (21CSF) Founded in 1994,

More information

BUILDING CAPACITY FOR COLLEGE AND CAREER READINESS: LESSONS LEARNED FROM NAEP ITEM ANALYSES. Council of the Great City Schools

BUILDING CAPACITY FOR COLLEGE AND CAREER READINESS: LESSONS LEARNED FROM NAEP ITEM ANALYSES. Council of the Great City Schools 1 BUILDING CAPACITY FOR COLLEGE AND CAREER READINESS: LESSONS LEARNED FROM NAEP ITEM ANALYSES Council of the Great City Schools 2 Overview This analysis explores national, state and district performance

More information

FY year and 3-year Cohort Default Rates by State and Level and Control of Institution

FY year and 3-year Cohort Default Rates by State and Level and Control of Institution Student Aid Policy Analysis FY2007 2-year and 3-year Cohort Default Rates by State and Level and Control of Institution Mark Kantrowitz Publisher of FinAid.org and FastWeb.com January 5, 2010 EXECUTIVE

More information

Disciplinary action: special education and autism IDEA laws, zero tolerance in schools, and disciplinary action

Disciplinary action: special education and autism IDEA laws, zero tolerance in schools, and disciplinary action National Autism Data Center Fact Sheet Series March 2016; Issue 7 Disciplinary action: special education and autism IDEA laws, zero tolerance in schools, and disciplinary action The Individuals with Disabilities

More information

Housekeeping. Questions

Housekeeping. Questions Housekeeping To join us on audio, dial the phone number in the teleconference box and follow the prompts. Please dial in with your Attendee ID number. The Attendee ID number will connect your name in WebEx

More information

Two Million K-12 Teachers Are Now Corralled Into Unions. And 1.3 Million Are Forced to Pay Union Dues, as Well as Accept Union Monopoly Bargaining

Two Million K-12 Teachers Are Now Corralled Into Unions. And 1.3 Million Are Forced to Pay Union Dues, as Well as Accept Union Monopoly Bargaining FACT SHEET National Institute for Labor Relations Research 5211 Port Royal Road, Suite 510 i Springfield, VA 22151 i Phone: (703) 321-9606 i Fax: (703) 321-7342 i research@nilrr.org i www.nilrr.org August

More information

A Profile of Top Performers on the Uniform CPA Exam

A Profile of Top Performers on the Uniform CPA Exam Marquette University e-publications@marquette Accounting Faculty Research and Publications Business Administration, College of 8-1-2014 A Profile of Top Performers on the Uniform CPA Exam Michael D. Akers

More information

cover Private Public Schools America s Michael J. Petrilli and Janie Scull

cover Private Public Schools America s Michael J. Petrilli and Janie Scull cover America s Private Public Schools Michael J. Petrilli and Janie Scull February 2010 contents introduction 3 national findings 5 state findings 6 metropolitan area findings 13 conclusion 18 about us

More information

CLE/MCLE Information by State

CLE/MCLE Information by State /M Information by State Updated June 30, 2011 State /M Information Form Contact Telephone Email Alabama http://www.alabar.org/cle/ http://www.alabar.org/cle/course_approv al.cfm Linda Dukes Conner, of

More information

State Limits on Contributions to Candidates Election Cycle Updated June 27, PAC Candidate Contributions

State Limits on Contributions to Candidates Election Cycle Updated June 27, PAC Candidate Contributions State Limits on to Candidates 2017-2018 Election Cycle Updated June 27, 2017 Individual Candidate Alabama Ala. Code 17-5-1 et seq. Unlimited Unlimited Unlimited Unlimited Unlimited Alaska 15.13.070, 15.13.072(e),

More information

NASWA SURVEY ON PELL GRANTS AND APPROVED TRAINING FOR UI SUMMARY AND STATE-BY-STATE RESULTS

NASWA SURVEY ON PELL GRANTS AND APPROVED TRAINING FOR UI SUMMARY AND STATE-BY-STATE RESULTS NASWA SURVEY ON PELL GRANTS AND APPROVED TRAINING FOR UI SUMMARY AND STATE-BY-STATE RESULTS FINAL: 3/22/2010 Contact: Yvette Chocolaad Director, Center for Employment Security Education and Research National

More information

Discussion Papers. Assessing the New Federalism. State General Assistance Programs An Urban Institute Program to Assess Changing Social Policies

Discussion Papers. Assessing the New Federalism. State General Assistance Programs An Urban Institute Program to Assess Changing Social Policies State General Assistance Programs 1998 L. Jerome Gallagher Cori E. Uccello Alicia B. Pierce Erin B. Reidy 99 01 Assessing the New Federalism An Urban Institute Program to Assess Changing Social Policies

More information

NCSC Alternate Assessments and Instructional Materials Based on Common Core State Standards

NCSC Alternate Assessments and Instructional Materials Based on Common Core State Standards NCSC Alternate Assessments and Instructional Materials Based on Common Core State Standards Ricki Sabia, JD NCSC Parent Training and Technical Assistance Specialist ricki.sabia@uky.edu Background Alternate

More information

The following tables contain data that are derived mainly

The following tables contain data that are derived mainly APPENDIX Medical Schools in the United s, 2012-2013 Barbara Barzansky, PhD; Sylvia I. Etzel The following tables contain data that are derived mainly from the 2012-2013 Liaison Committee on Medical Education

More information

Proficiency Illusion

Proficiency Illusion KINGSBURY RESEARCH CENTER Proficiency Illusion Deborah Adkins, MS 1 Partnering to Help All Kids Learn NWEA.org 503.624.1951 121 NW Everett St., Portland, OR 97209 Executive Summary At the heart of the

More information

2014 Comprehensive Survey of Lawyer Assistance Programs

2014 Comprehensive Survey of Lawyer Assistance Programs 2014 Comprehensive Survey of Lawyer Assistance Programs A m e r i c a n B a r A s s o c i a t i o n 3 2 1 N. C l a r k S t r e e t C h i c a g o, I L 6 0 6 5 4 Copyright 2015 by the American Bar Association.

More information

Free Fall. By: John Rogers, Melanie Bertrand, Rhoda Freelon, Sophie Fanelli. March 2011

Free Fall. By: John Rogers, Melanie Bertrand, Rhoda Freelon, Sophie Fanelli. March 2011 Free Fall Educational Opportunities in 2011 By: John Rogers, Melanie Bertrand, Rhoda Freelon, Sophie Fanelli March 2011 Copyright 2011 UCLA s Institute for Democracy, Education, and Access UC All Campus

More information

Fisk University FACT BOOK. Office of Institutional Assessment and Research

Fisk University FACT BOOK. Office of Institutional Assessment and Research Fisk University 2013-2014 FACT BOOK Office of Institutional Assessment and Research 1 The 2013-2014 Fisk University Fact Book is designed to present and provide basic descriptive and statistical information

More information

Set t i n g Sa i l on a N e w Cou rse

Set t i n g Sa i l on a N e w Cou rse Set t i n g Sa i l on a N e w Cou rse N AT I O N A L R E GI S TRY OF EM ER GENC Y MEDIC AL TEC HNIC IANS 2011 ANNUAL REPORT Under development for the past ten years, the most significant event in the 40-year

More information

A Comparison of the ERP Offerings of AACSB Accredited Universities Belonging to SAPUA

A Comparison of the ERP Offerings of AACSB Accredited Universities Belonging to SAPUA Association for Information Systems AIS Electronic Library (AISeL) SAIS 2004 Proceedings Southern (SAIS) 3-1-2004 A Comparison of the ERP Offerings of AACSB Accredited Universities Belonging to SAPUA Ronald

More information

2016 Match List. Residency Program Distribution by Specialty. Anesthesiology. Barnes-Jewish Hospital, St. Louis MO

2016 Match List. Residency Program Distribution by Specialty. Anesthesiology. Barnes-Jewish Hospital, St. Louis MO 2016 Match List Residency Program Distribution by Specialty Anesthesiology Cleveland Clinic Foundation - Ohio, Cleveland OH University of Arkansas Medical School - Little Rock, Little Rock AR University

More information

Understanding University Funding

Understanding University Funding Understanding University Funding Jamie Graham Registrar and AVP, Institutional Planning Brad MacIsaac AVP Planning & Analysis, and Registrar Where does Funding Come From Total Revenue Ontario $13.1B Other

More information

The Effect of Income on Educational Attainment: Evidence from State Earned Income Tax Credit Expansions

The Effect of Income on Educational Attainment: Evidence from State Earned Income Tax Credit Expansions The Effect of Income on Educational Attainment: Evidence from State Earned Income Tax Credit Expansions Katherine Michelmore Policy Analysis and Management Cornell University km459@cornell.edu September

More information

2013 donorcentrics Annual Report on Higher Education Alumni Giving

2013 donorcentrics Annual Report on Higher Education Alumni Giving 213 donorcentrics Annual Report on Higher Education Alumni Giving Summary of Annual Fund Key Performance Indicators July 212-June 213 214 2 Daniel Island Drive, Charleston, SC 29492 T 8.443.9441 E solutions@blackbaud.com

More information

Stetson University College of Law Class of 2012 Summary Report

Stetson University College of Law Class of 2012 Summary Report Stetson University College Law Class 2012 Summary Report Full-time Long-term Salaries # with Salary 25th Median 75th Mean Total = 341 Gender : Women Men Subtotal Race : Minority Nonminority Subtotal Gender

More information

ObamaCare Expansion Enrollment is Shattering Projections

ObamaCare Expansion Enrollment is Shattering Projections NOV 16 2016 ObamaCare Expansion Enrollment is Shattering Projections TA X PAY E R S A N D T H E T R U LY NEEDY WILL PAY T H E PRICE AUTHORED BY: Jonathan Ingram Vice President of Research Nicholas Horton

More information

Imagine this: Sylvia and Steve are seventh-graders

Imagine this: Sylvia and Steve are seventh-graders Mismatch When State Standards and Tests Don t Mesh, Schools Are Left Grinding Their Gears By Heidi Glidden and Amy M. Hightower Imagine this: Sylvia and Steve are seventh-graders in different states. They

More information

The College of New Jersey Department of Chemistry. Overview- 2009

The College of New Jersey Department of Chemistry. Overview- 2009 The College of New Jersey Department of Chemistry Overview- 2009 Faculty Heba Abourahma John Allison Michelle Bunagan Lynn Bradley Benny Chan Don Hirsh Jinmo Huang David Hunt Stephanie Sen (plus currently

More information

STATE-BY-STATE ANALYSIS OF CONTINUING EDUCATION REQUIREMENTS FOR LANDSCAPE ARCHITECTS

STATE-BY-STATE ANALYSIS OF CONTINUING EDUCATION REQUIREMENTS FOR LANDSCAPE ARCHITECTS STATE-BY-STATE ANALYSIS OF CONTINUING EDUCATION REQUIREMENTS FOR LANDSCAPE ARCHITECTS August 2015 Julia M. Lent, Hon. ASLA Managing Director, Government Affairs American Society of Landscape Architects

More information

Math Grade 3 Assessment Anchors and Eligible Content

Math Grade 3 Assessment Anchors and Eligible Content Math Grade 3 Assessment Anchors and Eligible Content www.pde.state.pa.us 2007 M3.A Numbers and Operations M3.A.1 Demonstrate an understanding of numbers, ways of representing numbers, relationships among

More information

Trends in Tuition at Idaho s Public Colleges and Universities: Critical Context for the State s Education Goals

Trends in Tuition at Idaho s Public Colleges and Universities: Critical Context for the State s Education Goals 1 Trends in Tuition at Idaho s Public Colleges and Universities: Critical Context for the State s Education Goals June 2017 Idahoans have long valued public higher education, recognizing its importance

More information

2007 NIRSA Salary Census Compiled by the National Intramural-Recreational Sports Association NIRSA National Center, Corvallis, Oregon

2007 NIRSA Salary Census Compiled by the National Intramural-Recreational Sports Association NIRSA National Center, Corvallis, Oregon 2007 NIRSA Salary Census Compiled by the National Intramural-Recreational Sports Association NIRSA National Center, Corvallis, Oregon 2007 Salary Census 2007 No part of this publication may be reproduced

More information

Strategic Plan Update, Physics Department May 2010

Strategic Plan Update, Physics Department May 2010 Strategic Plan Update, Physics Department May 2010 Mission To generate and disseminate knowledge of physics and its applications. Vision The Department of Physics faculty will continue to conduct cutting

More information

EDUCATION POLICY ANALYSIS ARCHIVES A peer-reviewed scholarly journal

EDUCATION POLICY ANALYSIS ARCHIVES A peer-reviewed scholarly journal EDUCATION POLICY ANALYSIS ARCHIVES A peer-reviewed scholarly journal English Editor: Sherman Dorn College of Education University of South Florida Spanish Editor: Gustavo Fischman Mary Lou Fulton College

More information

top of report Note: Survey result percentages are always out of the total number of people who participated in the survey.

top of report Note: Survey result percentages are always out of the total number of people who participated in the survey. Offering Report Recognition and Reward for Academic Advising...: Advisor Recognition and Reward... Summary Survey Name: Recognition and Reward for Academic Advising Offering Name: Advisor Recognition and

More information

NBCC NEWSNOTES. Guidelines for the New. World of WebCounseling. Been There, Done That: Multicultural Training Can. Always be productively revisted

NBCC NEWSNOTES. Guidelines for the New. World of WebCounseling. Been There, Done That: Multicultural Training Can. Always be productively revisted NBCC NEWSNOTES National Board for Certified Counselors Volume 14, Number 2 Fall 1997 Guidelines for the New World of WebCounseling By John W. Bloom, Chair, NBCC WebCounseling Task Force, Member, NBCC Board

More information

2009 National Survey of Student Engagement. Oklahoma State University

2009 National Survey of Student Engagement. Oklahoma State University Office of University Assessment and Testing Jeremy Penn, Ph.D., Director Chris Ray, Ph.D., Assistant Director uat@okstate.edu (405) 744-6687 Contributions to this report were made by Tom Gross and Lihua

More information

VOL VISION 2020 STRATEGIC PLAN IMPLEMENTATION

VOL VISION 2020 STRATEGIC PLAN IMPLEMENTATION VOL VISION 2020 STRATEGIC PLAN IMPLEMENTATION CONTENTS Vol Vision 2020 Summary Overview Approach Plan Phase 1 Key Initiatives, Timelines, Accountability Strategy Dashboard Phase 1 Metrics and Indicators

More information

Student Admissions, Outcomes, and Other Data

Student Admissions, Outcomes, and Other Data Student Admissions, Outcomes, and Other Data Data on Incoming Class UNL Clinical Psychology Training Program (CPTP) August Academic Year of Entry 7 8 9 Number of Applicants 9 7 8 8 8 Number Interviewed

More information

Research Design & Analysis Made Easy! Brainstorming Worksheet

Research Design & Analysis Made Easy! Brainstorming Worksheet Brainstorming Worksheet 1) Choose a Topic a) What are you passionate about? b) What are your library s strengths? c) What are your library s weaknesses? d) What is a hot topic in the field right now that

More information

Why Science Standards are Important to a Strong Science Curriculum and How States Measure Up

Why Science Standards are Important to a Strong Science Curriculum and How States Measure Up Evo Edu Outreach (2009) 2:359 371 DOI 10.1007/s12052-009-0155-y CURRICULUM ARTICLE Why Science Standards are Important to a Strong Science Curriculum and How States Measure Up Louise S. Mead & Anton Mates

More information

Excel Intermediate

Excel Intermediate Instructor s Excel 2013 - Intermediate Multiple Worksheets Excel 2013 - Intermediate (103-124) Multiple Worksheets Quick Links Manipulating Sheets Pages EX5 Pages EX37 EX38 Grouping Worksheets Pages EX304

More information

The lab is designed to remind you how to work with scientific data (including dealing with uncertainty) and to review experimental design.

The lab is designed to remind you how to work with scientific data (including dealing with uncertainty) and to review experimental design. Name: Partner(s): Lab #1 The Scientific Method Due 6/25 Objective The lab is designed to remind you how to work with scientific data (including dealing with uncertainty) and to review experimental design.

More information

National Survey of Student Engagement Spring University of Kansas. Executive Summary

National Survey of Student Engagement Spring University of Kansas. Executive Summary National Survey of Student Engagement Spring 2010 University of Kansas Executive Summary Overview One thousand six hundred and twenty-one (1,621) students from the University of Kansas completed the web-based

More information

LEWIS M. SIMES AS TEACHER Bertel M. Sparks*

LEWIS M. SIMES AS TEACHER Bertel M. Sparks* T LEWIS M. SIMES AS TEACHER Bertel M. Sparks* o describe Professor Lewis Mallalieu Simes is to list the qualities of a great teacher. And just as it is impossible to identify all the characteristics of

More information

Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology. Michael L. Connell University of Houston - Downtown

Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology. Michael L. Connell University of Houston - Downtown Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology Michael L. Connell University of Houston - Downtown Sergei Abramovich State University of New York at Potsdam Introduction

More information

The Indices Investigations Teacher s Notes

The Indices Investigations Teacher s Notes The Indices Investigations Teacher s Notes These activities are for students to use independently of the teacher to practise and develop number and algebra properties.. Number Framework domain and stage:

More information

Case study Norway case 1

Case study Norway case 1 Case study Norway case 1 School : B (primary school) Theme: Science microorganisms Dates of lessons: March 26-27 th 2015 Age of students: 10-11 (grade 5) Data sources: Pre- and post-interview with 1 teacher

More information

NCEO Technical Report 27

NCEO Technical Report 27 Home About Publications Special Topics Presentations State Policies Accommodations Bibliography Teleconferences Tools Related Sites Interpreting Trends in the Performance of Special Education Students

More information

AP Statistics Summer Assignment 17-18

AP Statistics Summer Assignment 17-18 AP Statistics Summer Assignment 17-18 Welcome to AP Statistics. This course will be unlike any other math class you have ever taken before! Before taking this course you will need to be competent in basic

More information

Probability and Statistics Curriculum Pacing Guide

Probability and Statistics Curriculum Pacing Guide Unit 1 Terms PS.SPMJ.3 PS.SPMJ.5 Plan and conduct a survey to answer a statistical question. Recognize how the plan addresses sampling technique, randomization, measurement of experimental error and methods

More information

Ready Common Core Ccls Answer Key

Ready Common Core Ccls Answer Key Ready Ccls Answer Key Free PDF ebook Download: Ready Ccls Answer Key Download or Read Online ebook ready common core ccls answer key in PDF Format From The Best User Guide Database Learning Standards Coverage

More information

Peer Comparison of Graduate Data

Peer Comparison of Graduate Data Peer Comparison of Graduate Data Enrollment and Degrees Total Number of Doctoral Degrees Awarded 2009 Institution 2009 Doctorates Granted of Florida 2,028 Ohio State - 1,617 of Minnesota-Twin Cities 1,594

More information

December 1966 Edition. The Birth of the Program

December 1966 Edition. The Birth of the Program December 1966 Edition A HISTORY OF THE SCHOOL PSYCHOLOGY TRAINING PROGRAM AT FLORIDA STATE UNIVERSITY The Birth of the Program A preliminary study of the need for school psychologists by the Department

More information

36TITE 140. Course Description:

36TITE 140. Course Description: 36TITE 140 36TSpreadsheet Software Course Description: 11TCovers use of spreadsheet software to create spreadsheets with formatted cells and cell ranges, control pages, multiple sheets, charts and macros.

More information

Financial Education and the Credit Behavior of Young Adults

Financial Education and the Credit Behavior of Young Adults Financial Education and the Credit Behavior of Young Adults Alexandra Brown 1 J. Michael Collins 2 Maximilian Schmeiser 1 Carly Urban 3 1 Federal Reserve Board 2 Department of Consumer Science University

More information

Sample Performance Assessment

Sample Performance Assessment Page 1 Content Area: Mathematics Grade Level: Six (6) Sample Performance Assessment Instructional Unit Sample: Go Figure! Colorado Academic Standard(s): MA10-GR.6-S.1-GLE.3; MA10-GR.6-S.4-GLE.1 Concepts

More information

History of CTB in Adult Education Assessment

History of CTB in Adult Education Assessment TASC Overview Copyright 2014 by CTB/McGraw-Hill LLC. All rights reserved. The Test Assessing Secondary Completion is a trademark of McGraw-Hill School Education Holdings LLC. McGraw-Hill Education is not

More information

(I couldn t find a Smartie Book) NEW Grade 5/6 Mathematics: (Number, Statistics and Probability) Title Smartie Mathematics

(I couldn t find a Smartie Book) NEW Grade 5/6 Mathematics: (Number, Statistics and Probability) Title Smartie Mathematics (I couldn t find a Smartie Book) NEW Grade 5/6 Mathematics: (Number, Statistics and Probability) Title Smartie Mathematics Lesson/ Unit Description Questions: How many Smarties are in a box? Is it the

More information

Lesson M4. page 1 of 2

Lesson M4. page 1 of 2 Lesson M4 page 1 of 2 Miniature Gulf Coast Project Math TEKS Objectives 111.22 6b.1 (A) apply mathematics to problems arising in everyday life, society, and the workplace; 6b.1 (C) select tools, including

More information

Mathematics Session 1

Mathematics Session 1 Mathematics Session 1 Question 9 is an open-response question. BE SURE TO ANSWER AND LABEL ALL PARTS OF THE QUESTION. Write your answer to question 9 in the space provided in your Student Answer Booklet.

More information

Use of CIM in AEP Enterprise Architecture. Randy Lowe Director, Enterprise Architecture October 24, 2012

Use of CIM in AEP Enterprise Architecture. Randy Lowe Director, Enterprise Architecture October 24, 2012 Use of CIM in AEP Enterprise Architecture Randy Lowe Director, Enterprise Architecture October 24, 2012 Introduction AEP Stats and Enterprise Overview AEP Project Description and Goals CIM Adoption CIM

More information

UNIT ONE Tools of Algebra

UNIT ONE Tools of Algebra UNIT ONE Tools of Algebra Subject: Algebra 1 Grade: 9 th 10 th Standards and Benchmarks: 1 a, b,e; 3 a, b; 4 a, b; Overview My Lessons are following the first unit from Prentice Hall Algebra 1 1. Students

More information

CC Baccalaureate. Kevin Ballinger Dean Consumer & Health Sciences. Joe Poshek Dean Visual & Performing Arts/Library

CC Baccalaureate. Kevin Ballinger Dean Consumer & Health Sciences. Joe Poshek Dean Visual & Performing Arts/Library CC Baccalaureate Kevin Ballinger Dean Consumer & Health Sciences Joe Poshek Dean Visual & Performing Arts/Library CC Baccalaureate Overview History Types of programs Applied Baccalaureate Building the

More information

Paper 2. Mathematics test. Calculator allowed. First name. Last name. School KEY STAGE TIER

Paper 2. Mathematics test. Calculator allowed. First name. Last name. School KEY STAGE TIER 259574_P2 5-7_KS3_Ma.qxd 1/4/04 4:14 PM Page 1 Ma KEY STAGE 3 TIER 5 7 2004 Mathematics test Paper 2 Calculator allowed Please read this page, but do not open your booklet until your teacher tells you

More information

Introduction to the Revised Mathematics TEKS (2012) Module 1

Introduction to the Revised Mathematics TEKS (2012) Module 1 Introduction to the Revised Mathematics TEKS (2012) Module 1 This is the first of four modules to introduce the Revised TEKS for grades K 8. The goals for participation are to become familiar with the

More information

THE PENNSYLVANIA STATE UNIVERSITY SCHREYER HONORS COLLEGE DEPARTMENT OF MATHEMATICS ASSESSING THE EFFECTIVENESS OF MULTIPLE CHOICE MATH TESTS

THE PENNSYLVANIA STATE UNIVERSITY SCHREYER HONORS COLLEGE DEPARTMENT OF MATHEMATICS ASSESSING THE EFFECTIVENESS OF MULTIPLE CHOICE MATH TESTS THE PENNSYLVANIA STATE UNIVERSITY SCHREYER HONORS COLLEGE DEPARTMENT OF MATHEMATICS ASSESSING THE EFFECTIVENESS OF MULTIPLE CHOICE MATH TESTS ELIZABETH ANNE SOMERS Spring 2011 A thesis submitted in partial

More information

The Value of English Proficiency to the. By Amber Schwartz and Don Soifer December 2012

The Value of English Proficiency to the. By Amber Schwartz and Don Soifer December 2012 The Value of English Proficiency to the United States Economy By Amber Schwartz and Don Soifer December 2012 Also by the Lexington Institute: English Language Learners and NAEP: Progress Through Inclusion,

More information

Planning for Preassessment. Kathy Paul Johnston CSD Johnston, Iowa

Planning for Preassessment. Kathy Paul Johnston CSD Johnston, Iowa Planning for Preassessment Kathy Paul Johnston CSD Johnston, Iowa Why Plan? Establishes the starting point for learning Students can t learn what they already know Match instructional strategies to individual

More information

OSR Preclinical Grading Questionnaire Results

OSR Preclinical Grading Questionnaire Results does? your, how Albert Einstein COM Exam scores ONLY 5 5 5 Pass/fail is the best way to encourage with peers! We know that we're not competing against each other, and everyone is extremely helpful. Before

More information

Teacher Supply and Demand in the State of Wyoming

Teacher Supply and Demand in the State of Wyoming Teacher Supply and Demand in the State of Wyoming Supply Demand Prepared by Robert Reichardt 2002 McREL To order copies of Teacher Supply and Demand in the State of Wyoming, contact McREL: Mid-continent

More information

PHYSICIAN PRACTICE MANAGEMENT BOOT CAMP DIRECTORY

PHYSICIAN PRACTICE MANAGEMENT BOOT CAMP DIRECTORY Connie Beichner Clarion Hospital HSC Executive Director One Hospital Drive Clarion, Pennsylvania16214 cbeichner@hsclarion.net 814-226-3475 Danette Bethany Memorial Medical Center Practice Administrator

More information

WASHINGTON Does your school know where you are? In class? On the bus? Paying for lunch in the cafeteria?

WASHINGTON Does your school know where you are? In class? On the bus? Paying for lunch in the cafeteria? (870 Lexile) Instructions: COMPLETE ALL QUESTIONS AND MARGIN NOTES using the CLOSE reading strategies practiced in class. This requires reading of the article three times. Step 1: Skim the article using

More information

Intra-talker Variation: Audience Design Factors Affecting Lexical Selections

Intra-talker Variation: Audience Design Factors Affecting Lexical Selections Tyler Perrachione LING 451-0 Proseminar in Sound Structure Prof. A. Bradlow 17 March 2006 Intra-talker Variation: Audience Design Factors Affecting Lexical Selections Abstract Although the acoustic and

More information

NATIONAL SURVEY OF STUDENT ENGAGEMENT

NATIONAL SURVEY OF STUDENT ENGAGEMENT NATIONAL SURVEY OF STUDENT ENGAGEMENT (NSSE 2004 Results) Perspectives from USM First-Year and Senior Students Office of Academic Assessment University of Southern Maine Portland Campus 780-4383 Fall 2004

More information

Facing our Fears: Reading and Writing about Characters in Literary Text

Facing our Fears: Reading and Writing about Characters in Literary Text Facing our Fears: Reading and Writing about Characters in Literary Text by Barbara Goggans Students in 6th grade have been reading and analyzing characters in short stories such as "The Ravine," by Graham

More information

Science Studies Weekly 5th Grade

Science Studies Weekly 5th Grade Science 5th Grade Free PDF ebook Download: Science 5th Grade Download or Read Online ebook science studies weekly 5th grade in PDF Format From The Best User Guide Database Florida - American Horizons.

More information

Planning for Preassessment. Kathy Paul Johnston CSD Johnston, Iowa

Planning for Preassessment. Kathy Paul Johnston CSD Johnston, Iowa Planning for Preassessment Kathy Paul Johnston CSD Johnston, Iowa Why Plan? Establishes the starting point for learning Students can t learn what they already know Match instructional strategies to individual

More information

Measures of the Location of the Data

Measures of the Location of the Data OpenStax-CNX module m46930 1 Measures of the Location of the Data OpenStax College This work is produced by OpenStax-CNX and licensed under the Creative Commons Attribution License 3.0 The common measures

More information

Physics 270: Experimental Physics

Physics 270: Experimental Physics 2017 edition Lab Manual Physics 270 3 Physics 270: Experimental Physics Lecture: Lab: Instructor: Office: Email: Tuesdays, 2 3:50 PM Thursdays, 2 4:50 PM Dr. Uttam Manna 313C Moulton Hall umanna@ilstu.edu

More information

Appendix L: Online Testing Highlights and Script

Appendix L: Online Testing Highlights and Script Online Testing Highlights and Script for Fall 2017 Ohio s State Tests Administrations Test administrators must use this document when administering Ohio s State Tests online. It includes step-by-step directions,

More information

Minitab Tutorial (Version 17+)

Minitab Tutorial (Version 17+) Minitab Tutorial (Version 17+) Basic Commands and Data Entry Graphical Tools Descriptive Statistics Outline Minitab Basics Basic Commands, Data Entry, and Organization Minitab Project Files (*.MPJ) vs.

More information

Introduction to the Practice of Statistics

Introduction to the Practice of Statistics Chapter 1: Looking at Data Distributions Introduction to the Practice of Statistics Sixth Edition David S. Moore George P. McCabe Bruce A. Craig Statistics is the science of collecting, organizing and

More information

Missouri Mathematics Grade-Level Expectations

Missouri Mathematics Grade-Level Expectations A Correlation of to the Grades K - 6 G/M-223 Introduction This document demonstrates the high degree of success students will achieve when using Scott Foresman Addison Wesley Mathematics in meeting the

More information

Numeracy Medium term plan: Summer Term Level 2C/2B Year 2 Level 2A/3C

Numeracy Medium term plan: Summer Term Level 2C/2B Year 2 Level 2A/3C Numeracy Medium term plan: Summer Term Level 2C/2B Year 2 Level 2A/3C Using and applying mathematics objectives (Problem solving, Communicating and Reasoning) Select the maths to use in some classroom

More information

Interpreting Graphs Middle School Science

Interpreting Graphs Middle School Science Middle School Free PDF ebook Download: Download or Read Online ebook interpreting graphs middle school science in PDF Format From The Best User Guide Database. Rain, Rain, Go Away When the student council

More information

A STUDY ON THE EFFECTS OF IMPLEMENTING A 1:1 INITIATIVE ON STUDENT ACHEIVMENT BASED ON ACT SCORES JEFF ARMSTRONG. Submitted to

A STUDY ON THE EFFECTS OF IMPLEMENTING A 1:1 INITIATIVE ON STUDENT ACHEIVMENT BASED ON ACT SCORES JEFF ARMSTRONG. Submitted to 1:1 Initiative 1 Running Head: Effects of Adopting a 1:1 Initiative A STUDY ON THE EFFECTS OF IMPLEMENTING A 1:1 INITIATIVE ON STUDENT ACHEIVMENT BASED ON ACT SCORES By JEFF ARMSTRONG Submitted to The

More information

File Print Created 11/17/2017 6:16 PM 1 of 10

File Print Created 11/17/2017 6:16 PM 1 of 10 Success - Key Measures Graduation Rate: 4-, 5-, and 6-Year 9. First-time, full-time entering, degree-seeking, students enrolled in a minimum of 12 SCH their first fall semester who have graduated from

More information

Stacks Teacher notes. Activity description. Suitability. Time. AMP resources. Equipment. Key mathematical language. Key processes

Stacks Teacher notes. Activity description. Suitability. Time. AMP resources. Equipment. Key mathematical language. Key processes Stacks Teacher notes Activity description (Interactive not shown on this sheet.) Pupils start by exploring the patterns generated by moving counters between two stacks according to a fixed rule, doubling

More information

CREATING SAFE AND INCLUSIVE SCHOOLS: A FRAMEWORK FOR SELF-ASSESSMENT. Created by: Great Lakes Equity Center

CREATING SAFE AND INCLUSIVE SCHOOLS: A FRAMEWORK FOR SELF-ASSESSMENT. Created by: Great Lakes Equity Center CREATING SAFE AND INCLUSIVE SCHOOLS: A FRAMEWORK FOR SELF-ASSESSMENT Created by: Great Lakes Equity Center May 2015 About Great Lakes Equity Center Great Lakes Equity Center is one of ten regional Equity

More information

Physics XL 6B Reg# # Units: 5. Office Hour: Tuesday 5 pm to 7:30 pm; Wednesday 5 pm to 6:15 pm

Physics XL 6B Reg# # Units: 5. Office Hour: Tuesday 5 pm to 7:30 pm; Wednesday 5 pm to 6:15 pm Physics XL 6B Reg# 264138 # Units: 5 Department of Humanities & Sciences (310) 825-7093 Quarter:_Spring 2016 Instructor: Jacqueline Pau Dates: 03/30/16 06/15/16 Lectures: 1434A PAB, Wednesday (6:30-10pm)

More information

Using SAM Central With iread

Using SAM Central With iread Using SAM Central With iread January 1, 2016 For use with iread version 1.2 or later, SAM Central, and Student Achievement Manager version 2.4 or later PDF0868 (PDF) Houghton Mifflin Harcourt Publishing

More information

A Case to Provide Students Practice in Basic and Advanced Functions of IDEA Software

A Case to Provide Students Practice in Basic and Advanced Functions of IDEA Software Volume 7 Number 1 2012 ISSN: 1935-8156 http://www.aisej.com A Case to Provide Students Practice in Basic and Advanced Functions of IDEA Software Mary Antcliff KPMG Advisory Richmond VA Ryan Doren KPMG

More information

National FFA Collegiate Scholarships Catalog

National FFA Collegiate Scholarships Catalog National FFA Collegiate Scholarships 2018 Catalog IMPORTANT NOTE: All scholarships require FFA membership unless otherwise stated in the Eligibility criteria. Online applications must be submitted by 11:59

More information

Further, Robert W. Lissitz, University of Maryland Huynh Huynh, University of South Carolina ADEQUATE YEARLY PROGRESS

Further, Robert W. Lissitz, University of Maryland Huynh Huynh, University of South Carolina ADEQUATE YEARLY PROGRESS A peer-reviewed electronic journal. Copyright is retained by the first or sole author, who grants right of first publication to Practical Assessment, Research & Evaluation. Permission is granted to distribute

More information