SlideShare une entreprise Scribd logo
1  sur  3
Télécharger pour lire hors ligne
                                                               



        Best Practices Guide for Use of Statistics in Public Relations
    Prepared by the Public Relations Society of America and the American Statistical Association

Public relations professionals have to deal with statistics frequently, but few have had the
technical training to do so with confidence. This document provides a guide to promote best
practices in the use of statistics by public relations professionals. It also provides a contact
lifeline for public relations professionals who need urgent statistical- or research-based help.

Today’s public relations professionals must be prepared to deal with the increasing use of
statistics in communications. Understanding how to present and interpret statistics is often
critical to writing a good press release, showing the results of a communications program,
forecasting the business, or talking about the ROI of a campaign. To assist in this goal, the
Public Relations Society of America (PRSA) and the American Statistical Association (ASA)
have developed this cheat sheet to assist practitioners who must understand, interpret and
communicate statistical issues.

Statisticians and public relations professionals are natural allies. Both wish to communicate
useful and accurate information. Statisticians focus on the complexity of drawing sound
conclusions from masses of data. The process requires strong mathematics, careful evaluation
of assumptions and clear statements about inherent uncertainty. Public relations professionals
often have the responsibility of communicating results to their employers, clients and other
audiences. This cheat sheet is designed to assist public relations professionals to better
transmit reliable and meaningful information to the public.

This best practices guide provides guidance in three major areas: describing and understanding
projects, describing and understanding results and drawing inferences and generalizing results.

Describing and Understanding Projects

•     Disclose who paid for the work, and specifically who did the project. Results from a
      pharmaceutical company’s analysis and an FDA analysis may vary, but the source of the
      information can and will impact perceptions of results.
•     Be clear about how the information or research was conducted. For example, was it a
      focus group or a survey? If it was a survey, among whom was the survey conducted and
      how was the data collected — in person, online, by telephone, by mail, etc.
•     Describe the sample of the survey — how many people were in the sample, how it was
      projected to the target population and how representative is the survey sample




Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)

 
                                                                 


    of the target population. The results, and the ability to make projections from data, are
    directly tied to the quality of the sampling. In general, random samples are preferred to non-
    random samples because they are more representative of the population. Similarly, with
    random samples, as sample size increases, error decreases, which means that you can be
    more confident in your results. Last, sampling can be complex, so contact a statistician if
    you are not sure how to determine the appropriate sampling method and/or sample size.
•   Make sure to know and/or report if the survey was truly random where every person in
    the target population has an equal chance of taking the survey. The ability to generalize
    results from the sample to a larger population is compromised with a non-random sample.
    For example, people who respond to requests by news outlets to “call in or text in with their
    opinions” are not random.
•   Almost any survey can suffer from bias. There are many kinds of bias, but a major one is
    non-respondent bias — the people who refuse to take the survey are not like those who do.
    For example, younger people might be less likely to respond to a particular survey, and their
    views may differ greatly from the older people who did respond. The way the questions are
    ordered is another type of bias. One example of this is asking questions about awareness of
    school shootings before asking about the need for strict gun control in the U.S.

Describing / Understanding Results

•   Commonly used and reported statistics are referred to as descriptive statistics
    because they describe the distribution of responses or results. To accurately
    understand and communicate results, it is important to look at the underlying data (the
    frequencies and percentages of responses in each category) that the statistics are
    describing as well as the statistics themselves. The list below includes statistics that are
    important to know. They are:
    o Mean – the arithmetic average.
    o Median – the midpoint of the data.
    o Mode – the most common response.
    o Standard Deviation – how tightly clustered are the responses.
    o Range – the range of responses, the high and low.
•   Always compare the data with the statistics to ensure they accurately describe the
    distribution of responses or numbers. Many statistics are sensitive to violations of the
    assumptions that underlie them. For example, Means are sensitive to extreme ratings or
    responses (outliers), requiring a “normal” or bell-shaped distribution of responses to provide
    an accurate description of the data. Also, if respondents are




Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)

 
                                                                   


    split at the high and low end of a rating scale, the Mean will be in the middle of the scale and
    can be misleading (e.g., the Median income in Omaha is perhaps $50,000; but the Mean, or
    average, may be misleadingly higher because Warren Buffet is an extreme outlier making
    billions of dollars per year).
•   All statistical research includes some level of uncertainty. Statistical significance tests
    are used to reduce the uncertainty that the obtained results are due to chance. Be sure to
    report that uncertainty (usually through a confidence interval). Be mindful that confidence
    intervals based upon surveys do not typically capture all the uncertainty in the problem.
    When a statistical significance test is used, be sure to report the “P-value.”

Drawing Inferences and Generalizing Results

•   Clearly describe trends and effects. Read results carefully, recognizing differences such
    as those between a percent increase and a percentage point increase. For example, if
    awareness of a product increases from 10 percent to 20 percent, it is a 100-percent
    increase, and a 10-percentage-point increase.
•   Trends do not continue indefinitely. Avoid making claims about the future based on
    recent history.
•   Causal statements are very hard to prove. There is a distinct difference between
    correlation and causation. Correlation describes the strength of the relationship between two
    factors or variables. Causation means one thing causes another to happen. Make sure to
    not use these terms interchangeably and question results that make such claims without
    support.
•   Using graphics to communicate results often helps make them easier to understand.
    It is best, however, to make sure they are clear in terms of the main points you are making
    about the statistics. Remember, it is less about the numbers, and more about what they
    mean to the audience.
•   Run your insights from the data by the person who actually did the research to be
    sure the data support its interpretation and use.

Need a lifeline?

The American Statistical Association will put you in touch with experts who can provide help.

Need help deciding what you should be measuring, and how? The measurement advice and
tools provided PRSA’s “Business Case for Public Relations™” can serve as resources.

 




Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)

 

Contenu connexe

Tendances

Measurement 101 Measuring Public Relations Roe Roi Ms 2008
Measurement 101  Measuring Public Relations Roe Roi Ms 2008Measurement 101  Measuring Public Relations Roe Roi Ms 2008
Measurement 101 Measuring Public Relations Roe Roi Ms 2008Latin America Communicators
 
Measurement and evaluation of media coverage - India - Public Relations
Measurement and evaluation of media coverage - India -  Public RelationsMeasurement and evaluation of media coverage - India -  Public Relations
Measurement and evaluation of media coverage - India - Public RelationsMoses Gomes
 
Nef measuring what matters
Nef measuring what mattersNef measuring what matters
Nef measuring what mattersTim Curtis
 
Understanding Public Relations Research
Understanding Public Relations ResearchUnderstanding Public Relations Research
Understanding Public Relations ResearchAlli Mowrey
 
Best Practices & New Ideas in PR Measurement
Best Practices & New Ideas in PR MeasurementBest Practices & New Ideas in PR Measurement
Best Practices & New Ideas in PR MeasurementTim Marklein
 
Marketing resaerch 2nd unit
Marketing resaerch 2nd unitMarketing resaerch 2nd unit
Marketing resaerch 2nd unitSajin Sunny
 
Setting Research Objectives in Applied Marketing Research
Setting Research Objectives in Applied Marketing ResearchSetting Research Objectives in Applied Marketing Research
Setting Research Objectives in Applied Marketing ResearchKelly Page
 
Nacubo Heaf Speech On Dashboards
Nacubo Heaf Speech On DashboardsNacubo Heaf Speech On Dashboards
Nacubo Heaf Speech On DashboardsNick Wallace
 
xv-whitepaper-workforce
xv-whitepaper-workforcexv-whitepaper-workforce
xv-whitepaper-workforceMario Ferraro
 
3 marketing research
3 marketing research3 marketing research
3 marketing researchrrhhoohhii
 
Communications Audit
Communications AuditCommunications Audit
Communications AuditKari Saunders
 

Tendances (20)

Why, When and How?
 Why, When and How? Why, When and How?
Why, When and How?
 
Measurement 101 Measuring Public Relations Roe Roi Ms 2008
Measurement 101  Measuring Public Relations Roe Roi Ms 2008Measurement 101  Measuring Public Relations Roe Roi Ms 2008
Measurement 101 Measuring Public Relations Roe Roi Ms 2008
 
Traditional media-standards-6-12-12-v-2
Traditional media-standards-6-12-12-v-2Traditional media-standards-6-12-12-v-2
Traditional media-standards-6-12-12-v-2
 
Communication Audit
Communication AuditCommunication Audit
Communication Audit
 
Measurement and evaluation of media coverage - India - Public Relations
Measurement and evaluation of media coverage - India -  Public RelationsMeasurement and evaluation of media coverage - India -  Public Relations
Measurement and evaluation of media coverage - India - Public Relations
 
Communication audit
Communication auditCommunication audit
Communication audit
 
Test
TestTest
Test
 
Nef measuring what matters
Nef measuring what mattersNef measuring what matters
Nef measuring what matters
 
Understanding Public Relations Research
Understanding Public Relations ResearchUnderstanding Public Relations Research
Understanding Public Relations Research
 
Best Practices & New Ideas in PR Measurement
Best Practices & New Ideas in PR MeasurementBest Practices & New Ideas in PR Measurement
Best Practices & New Ideas in PR Measurement
 
Marketing resaerch 2nd unit
Marketing resaerch 2nd unitMarketing resaerch 2nd unit
Marketing resaerch 2nd unit
 
Managing Stakeholder Relationships
Managing Stakeholder RelationshipsManaging Stakeholder Relationships
Managing Stakeholder Relationships
 
Setting Research Objectives in Applied Marketing Research
Setting Research Objectives in Applied Marketing ResearchSetting Research Objectives in Applied Marketing Research
Setting Research Objectives in Applied Marketing Research
 
Stakeholder Mapping: IA Summit 2014
Stakeholder Mapping: IA Summit 2014Stakeholder Mapping: IA Summit 2014
Stakeholder Mapping: IA Summit 2014
 
Nacubo Heaf Speech On Dashboards
Nacubo Heaf Speech On DashboardsNacubo Heaf Speech On Dashboards
Nacubo Heaf Speech On Dashboards
 
xv-whitepaper-workforce
xv-whitepaper-workforcexv-whitepaper-workforce
xv-whitepaper-workforce
 
Stakeholder mapping
Stakeholder mappingStakeholder mapping
Stakeholder mapping
 
3 marketing research
3 marketing research3 marketing research
3 marketing research
 
Communications Audit
Communications AuditCommunications Audit
Communications Audit
 
Arizona advocacy
Arizona advocacyArizona advocacy
Arizona advocacy
 

En vedette

1.العلاقات العامة العرض
1.العلاقات العامة   العرض1.العلاقات العامة   العرض
1.العلاقات العامة العرضعبده مصري
 
إستراتيجية العلاقات العامة - Public Relations Strategy
إستراتيجية العلاقات العامة - Public Relations Strategyإستراتيجية العلاقات العامة - Public Relations Strategy
إستراتيجية العلاقات العامة - Public Relations StrategyEhdaa Almusawi
 
المشاكل التى تواجه العلاقات العامة
المشاكل التى تواجه العلاقات العامةالمشاكل التى تواجه العلاقات العامة
المشاكل التى تواجه العلاقات العامةasmaa_elgendy
 
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات Naif Althayt
 
العلاقات العامة والتسويق
العلاقات العامة والتسويقالعلاقات العامة والتسويق
العلاقات العامة والتسويقObaid Saad Alabdali
 
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...Saud Kateb
 
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوس
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوسالعلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوس
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوسAbdullrahman Tayshoori
 
متى تفشل العلاقات العامة في مهمتها؟؟
متى تفشل  العلاقات العامة في مهمتها؟؟متى تفشل  العلاقات العامة في مهمتها؟؟
متى تفشل العلاقات العامة في مهمتها؟؟Naif Althayt
 
ورقة صناعة العلاقات العامة اكتوبر 2014
ورقة صناعة العلاقات العامة اكتوبر 2014ورقة صناعة العلاقات العامة اكتوبر 2014
ورقة صناعة العلاقات العامة اكتوبر 2014Hosni Nasr
 
Online marketing strategy
Online marketing strategy Online marketing strategy
Online marketing strategy Stephen Thompson
 
إسهامات الانترنت في مجال العلاقات العامة
إسهامات الانترنت في مجال العلاقات العامةإسهامات الانترنت في مجال العلاقات العامة
إسهامات الانترنت في مجال العلاقات العامةAli Almaktri
 
Public relations
Public relationsPublic relations
Public relationsRamiz Jabr
 
The Ten Golden Rules of Internet Marketing: CRM Edition
The Ten Golden Rules of Internet Marketing: CRM EditionThe Ten Golden Rules of Internet Marketing: CRM Edition
The Ten Golden Rules of Internet Marketing: CRM Editioncustomersforever
 
Physical Products Funnels | Mohamed Ali Aguel
Physical Products Funnels | Mohamed Ali AguelPhysical Products Funnels | Mohamed Ali Aguel
Physical Products Funnels | Mohamed Ali AguelArab Affiliate Summit
 
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah Zekrullah
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah ZekrullahFrom 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah Zekrullah
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah ZekrullahArab Affiliate Summit
 
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan Brown
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan BrownHere's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan Brown
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan BrownArab Affiliate Summit
 
Teeshirt Business & Facebook Ads - Yousef Khalidi
Teeshirt Business & Facebook Ads - Yousef KhalidiTeeshirt Business & Facebook Ads - Yousef Khalidi
Teeshirt Business & Facebook Ads - Yousef KhalidiArab Affiliate Summit
 

En vedette (20)

1.العلاقات العامة العرض
1.العلاقات العامة   العرض1.العلاقات العامة   العرض
1.العلاقات العامة العرض
 
إستراتيجية العلاقات العامة - Public Relations Strategy
إستراتيجية العلاقات العامة - Public Relations Strategyإستراتيجية العلاقات العامة - Public Relations Strategy
إستراتيجية العلاقات العامة - Public Relations Strategy
 
Mobile App & Game Biz
Mobile App & Game BizMobile App & Game Biz
Mobile App & Game Biz
 
المشاكل التى تواجه العلاقات العامة
المشاكل التى تواجه العلاقات العامةالمشاكل التى تواجه العلاقات العامة
المشاكل التى تواجه العلاقات العامة
 
العلاقات العامة 2013
العلاقات العامة  2013العلاقات العامة  2013
العلاقات العامة 2013
 
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات
الاتصال في الأزمات ... دور العلاقات العامة في التعامل مع الأزمات
 
العلاقات العامة والتسويق
العلاقات العامة والتسويقالعلاقات العامة والتسويق
العلاقات العامة والتسويق
 
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...
العلاقات العامة في عصر الإعلام الرقمي وثورة شبكات التواصل الإجتماعي : ملخص 3 ...
 
العلاقات العامة وادارتها مدخل وظيفي
العلاقات العامة وادارتها مدخل وظيفيالعلاقات العامة وادارتها مدخل وظيفي
العلاقات العامة وادارتها مدخل وظيفي
 
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوس
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوسالعلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوس
العلاقات العامة والاتيكيت عبد الرحمن تيشوري اتصالات طرطوس
 
متى تفشل العلاقات العامة في مهمتها؟؟
متى تفشل  العلاقات العامة في مهمتها؟؟متى تفشل  العلاقات العامة في مهمتها؟؟
متى تفشل العلاقات العامة في مهمتها؟؟
 
ورقة صناعة العلاقات العامة اكتوبر 2014
ورقة صناعة العلاقات العامة اكتوبر 2014ورقة صناعة العلاقات العامة اكتوبر 2014
ورقة صناعة العلاقات العامة اكتوبر 2014
 
Online marketing strategy
Online marketing strategy Online marketing strategy
Online marketing strategy
 
إسهامات الانترنت في مجال العلاقات العامة
إسهامات الانترنت في مجال العلاقات العامةإسهامات الانترنت في مجال العلاقات العامة
إسهامات الانترنت في مجال العلاقات العامة
 
Public relations
Public relationsPublic relations
Public relations
 
The Ten Golden Rules of Internet Marketing: CRM Edition
The Ten Golden Rules of Internet Marketing: CRM EditionThe Ten Golden Rules of Internet Marketing: CRM Edition
The Ten Golden Rules of Internet Marketing: CRM Edition
 
Physical Products Funnels | Mohamed Ali Aguel
Physical Products Funnels | Mohamed Ali AguelPhysical Products Funnels | Mohamed Ali Aguel
Physical Products Funnels | Mohamed Ali Aguel
 
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah Zekrullah
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah ZekrullahFrom 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah Zekrullah
From 0$ To 6 Figures - 6 Months Blueprint - Rafel Mayol & Abdullah Zekrullah
 
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan Brown
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan BrownHere's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan Brown
Here's A Quick Way To Rake In Sales From Free YouTube Traffic | Dan Brown
 
Teeshirt Business & Facebook Ads - Yousef Khalidi
Teeshirt Business & Facebook Ads - Yousef KhalidiTeeshirt Business & Facebook Ads - Yousef Khalidi
Teeshirt Business & Facebook Ads - Yousef Khalidi
 

Similaire à Best Practices Guide for the Use of Statistics in Public Relations

What is statistics
What is statisticsWhat is statistics
What is statisticsRaj Teotia
 
SURVEY KARO.ppt
SURVEY KARO.pptSURVEY KARO.ppt
SURVEY KARO.pptRavi Kumar
 
Research and Statistics Report- Estonio, Ryan.pptx
Research  and Statistics Report- Estonio, Ryan.pptxResearch  and Statistics Report- Estonio, Ryan.pptx
Research and Statistics Report- Estonio, Ryan.pptxRyanEstonio
 
Stat11t Chapter1
Stat11t Chapter1Stat11t Chapter1
Stat11t Chapter1gueste87a4f
 
statistical analysis.pptx
statistical analysis.pptxstatistical analysis.pptx
statistical analysis.pptxhayatalakoum1
 
Build trust in survey responses
Build trust in survey responses Build trust in survey responses
Build trust in survey responses Endeavor Management
 
Assignment 2 RA Annotated BibliographyIn your final paper for .docx
Assignment 2 RA Annotated BibliographyIn your final paper for .docxAssignment 2 RA Annotated BibliographyIn your final paper for .docx
Assignment 2 RA Annotated BibliographyIn your final paper for .docxjosephinepaterson7611
 
1Methods and Statistical AnalysisName xxx
1Methods and Statistical AnalysisName xxx1Methods and Statistical AnalysisName xxx
1Methods and Statistical AnalysisName xxxMerrileeDelvalle969
 
Introduction to Statistics
Introduction to StatisticsIntroduction to Statistics
Introduction to StatisticsMoonWeryah
 
Unit 6 - Quantitative data
Unit 6 - Quantitative dataUnit 6 - Quantitative data
Unit 6 - Quantitative dataJoshuaGillypoop
 
Statistical ProcessesCan descriptive statistical processes b.docx
Statistical ProcessesCan descriptive statistical processes b.docxStatistical ProcessesCan descriptive statistical processes b.docx
Statistical ProcessesCan descriptive statistical processes b.docxdarwinming1
 
Week2 day5slide
Week2 day5slideWeek2 day5slide
Week2 day5slideRohitKar2
 
Important & Basic Marketing Principles
Important & Basic Marketing PrinciplesImportant & Basic Marketing Principles
Important & Basic Marketing PrinciplesRubayet Hassan
 
Between Black and White Population1. Comparing annual percent .docx
Between Black and White Population1. Comparing annual percent .docxBetween Black and White Population1. Comparing annual percent .docx
Between Black and White Population1. Comparing annual percent .docxjasoninnes20
 

Similaire à Best Practices Guide for the Use of Statistics in Public Relations (20)

What is statistics
What is statisticsWhat is statistics
What is statistics
 
SURVEY KARO.ppt
SURVEY KARO.pptSURVEY KARO.ppt
SURVEY KARO.ppt
 
Research and Statistics Report- Estonio, Ryan.pptx
Research  and Statistics Report- Estonio, Ryan.pptxResearch  and Statistics Report- Estonio, Ryan.pptx
Research and Statistics Report- Estonio, Ryan.pptx
 
Stat11t chapter1
Stat11t chapter1Stat11t chapter1
Stat11t chapter1
 
Stat11t Chapter1
Stat11t Chapter1Stat11t Chapter1
Stat11t Chapter1
 
Survey procedures
Survey proceduresSurvey procedures
Survey procedures
 
Online survey
Online surveyOnline survey
Online survey
 
Business statistics
Business statistics Business statistics
Business statistics
 
bigDay1data
bigDay1databigDay1data
bigDay1data
 
statistical analysis.pptx
statistical analysis.pptxstatistical analysis.pptx
statistical analysis.pptx
 
Build trust in survey responses
Build trust in survey responses Build trust in survey responses
Build trust in survey responses
 
Assignment 2 RA Annotated BibliographyIn your final paper for .docx
Assignment 2 RA Annotated BibliographyIn your final paper for .docxAssignment 2 RA Annotated BibliographyIn your final paper for .docx
Assignment 2 RA Annotated BibliographyIn your final paper for .docx
 
1Methods and Statistical AnalysisName xxx
1Methods and Statistical AnalysisName xxx1Methods and Statistical AnalysisName xxx
1Methods and Statistical AnalysisName xxx
 
Introduction to Statistics
Introduction to StatisticsIntroduction to Statistics
Introduction to Statistics
 
Unit 6 - Quantitative data
Unit 6 - Quantitative dataUnit 6 - Quantitative data
Unit 6 - Quantitative data
 
Statistical ProcessesCan descriptive statistical processes b.docx
Statistical ProcessesCan descriptive statistical processes b.docxStatistical ProcessesCan descriptive statistical processes b.docx
Statistical ProcessesCan descriptive statistical processes b.docx
 
Week2 day5slide
Week2 day5slideWeek2 day5slide
Week2 day5slide
 
Important & Basic Marketing Principles
Important & Basic Marketing PrinciplesImportant & Basic Marketing Principles
Important & Basic Marketing Principles
 
Campus Session 2
Campus Session 2Campus Session 2
Campus Session 2
 
Between Black and White Population1. Comparing annual percent .docx
Between Black and White Population1. Comparing annual percent .docxBetween Black and White Population1. Comparing annual percent .docx
Between Black and White Population1. Comparing annual percent .docx
 

Plus de Public Relations Society of America

PRSA/WOMMA Comments — Advisements to FDA: Social Media Guidelines
PRSA/WOMMA Comments — Advisements to FDA: Social Media GuidelinesPRSA/WOMMA Comments — Advisements to FDA: Social Media Guidelines
PRSA/WOMMA Comments — Advisements to FDA: Social Media GuidelinesPublic Relations Society of America
 
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012Public Relations Society of America
 
Definition of PR Summit Notes — Analysis of Candidate Definitions
Definition of PR Summit Notes — Analysis of Candidate DefinitionsDefinition of PR Summit Notes — Analysis of Candidate Definitions
Definition of PR Summit Notes — Analysis of Candidate DefinitionsPublic Relations Society of America
 
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...Public Relations Society of America
 
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your Behavior
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your BehaviorSocial Media Ethics: Letting the PRSA Code of Ethics Guide Your Behavior
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your BehaviorPublic Relations Society of America
 
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical Conscience
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical ConsciencePRSA Ethics Month Tweet Chat — PR as Corporate Ethical Conscience
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical ConsciencePublic Relations Society of America
 
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...Public Relations Society of America
 
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PR
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PRPRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PR
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PRPublic Relations Society of America
 

Plus de Public Relations Society of America (20)

PRSA/WOMMA Comments — Advisements to FDA: Social Media Guidelines
PRSA/WOMMA Comments — Advisements to FDA: Social Media GuidelinesPRSA/WOMMA Comments — Advisements to FDA: Social Media Guidelines
PRSA/WOMMA Comments — Advisements to FDA: Social Media Guidelines
 
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012
PRSA Letter to Senate Subcommittee on Contracting Oversight — March 13, 2012
 
Public Relations Defined — Voting Data
Public Relations Defined — Voting DataPublic Relations Defined — Voting Data
Public Relations Defined — Voting Data
 
Definition of PR Summit (Candidate Definitions) Presentation
Definition of PR Summit (Candidate Definitions) Presentation Definition of PR Summit (Candidate Definitions) Presentation
Definition of PR Summit (Candidate Definitions) Presentation
 
Definition of PR Summit Notes — Analysis of Candidate Definitions
Definition of PR Summit Notes — Analysis of Candidate DefinitionsDefinition of PR Summit Notes — Analysis of Candidate Definitions
Definition of PR Summit Notes — Analysis of Candidate Definitions
 
Definition of PR Summit Notes (Sept. 30, 2011 Meeting)
Definition of PR Summit Notes (Sept. 30, 2011 Meeting)Definition of PR Summit Notes (Sept. 30, 2011 Meeting)
Definition of PR Summit Notes (Sept. 30, 2011 Meeting)
 
Public Relations Defined — Feedback of Candidate Defintions
Public Relations Defined — Feedback of Candidate Defintions Public Relations Defined — Feedback of Candidate Defintions
Public Relations Defined — Feedback of Candidate Defintions
 
Public Relations Defined Submissions Analysis
Public Relations Defined Submissions AnalysisPublic Relations Defined Submissions Analysis
Public Relations Defined Submissions Analysis
 
Backgrounder modernizing the definition of pr final
Backgrounder   modernizing the definition of pr finalBackgrounder   modernizing the definition of pr final
Backgrounder modernizing the definition of pr final
 
Backgrounder — Public Relations Defined Initiative
Backgrounder — Public Relations Defined Initiative Backgrounder — Public Relations Defined Initiative
Backgrounder — Public Relations Defined Initiative
 
Backgrounder - Public Relations Defined Initiative
Backgrounder - Public Relations Defined InitiativeBackgrounder - Public Relations Defined Initiative
Backgrounder - Public Relations Defined Initiative
 
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...
Think Before You Tweet: Crisis Communications in an Era of Got to Have Inform...
 
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your Behavior
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your BehaviorSocial Media Ethics: Letting the PRSA Code of Ethics Guide Your Behavior
Social Media Ethics: Letting the PRSA Code of Ethics Guide Your Behavior
 
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical Conscience
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical ConsciencePRSA Ethics Month Tweet Chat — PR as Corporate Ethical Conscience
PRSA Ethics Month Tweet Chat — PR as Corporate Ethical Conscience
 
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...
WOMMA Webinar: The FTC to Update its Guidance for Online Advertising: What Do...
 
Public Relations Measurement Goes Mainstream — PRSA
Public Relations Measurement Goes Mainstream — PRSAPublic Relations Measurement Goes Mainstream — PRSA
Public Relations Measurement Goes Mainstream — PRSA
 
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PR
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PRPRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PR
PRSA Ethics Month Tweet Chat — Maintaining Ethical Standards in PR
 
PRSA Ethics Month Tweet Chat - State of Ethics in PR
PRSA Ethics Month Tweet Chat - State of Ethics in PRPRSA Ethics Month Tweet Chat - State of Ethics in PR
PRSA Ethics Month Tweet Chat - State of Ethics in PR
 
PRSA 2011 Membership Satisfaction Survey
PRSA 2011 Membership Satisfaction SurveyPRSA 2011 Membership Satisfaction Survey
PRSA 2011 Membership Satisfaction Survey
 
PRSA Commentary — FTC 'Dot Com Disclosure' Guidelines
PRSA Commentary — FTC 'Dot Com Disclosure' GuidelinesPRSA Commentary — FTC 'Dot Com Disclosure' Guidelines
PRSA Commentary — FTC 'Dot Com Disclosure' Guidelines
 

Dernier

How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSCeline George
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701bronxfugly43
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfNirmal Dwivedi
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17Celine George
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfAdmir Softic
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfSherif Taha
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Third Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxThird Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxAmita Gupta
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptxMaritesTamaniVerdade
 

Dernier (20)

How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701ComPTIA Overview | Comptia Security+ Book SY0-701
ComPTIA Overview | Comptia Security+ Book SY0-701
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Food safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdfFood safety_Challenges food safety laboratories_.pdf
Food safety_Challenges food safety laboratories_.pdf
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Third Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxThird Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptx
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 

Best Practices Guide for the Use of Statistics in Public Relations

  • 1.        Best Practices Guide for Use of Statistics in Public Relations Prepared by the Public Relations Society of America and the American Statistical Association Public relations professionals have to deal with statistics frequently, but few have had the technical training to do so with confidence. This document provides a guide to promote best practices in the use of statistics by public relations professionals. It also provides a contact lifeline for public relations professionals who need urgent statistical- or research-based help. Today’s public relations professionals must be prepared to deal with the increasing use of statistics in communications. Understanding how to present and interpret statistics is often critical to writing a good press release, showing the results of a communications program, forecasting the business, or talking about the ROI of a campaign. To assist in this goal, the Public Relations Society of America (PRSA) and the American Statistical Association (ASA) have developed this cheat sheet to assist practitioners who must understand, interpret and communicate statistical issues. Statisticians and public relations professionals are natural allies. Both wish to communicate useful and accurate information. Statisticians focus on the complexity of drawing sound conclusions from masses of data. The process requires strong mathematics, careful evaluation of assumptions and clear statements about inherent uncertainty. Public relations professionals often have the responsibility of communicating results to their employers, clients and other audiences. This cheat sheet is designed to assist public relations professionals to better transmit reliable and meaningful information to the public. This best practices guide provides guidance in three major areas: describing and understanding projects, describing and understanding results and drawing inferences and generalizing results. Describing and Understanding Projects • Disclose who paid for the work, and specifically who did the project. Results from a pharmaceutical company’s analysis and an FDA analysis may vary, but the source of the information can and will impact perceptions of results. • Be clear about how the information or research was conducted. For example, was it a focus group or a survey? If it was a survey, among whom was the survey conducted and how was the data collected — in person, online, by telephone, by mail, etc. • Describe the sample of the survey — how many people were in the sample, how it was projected to the target population and how representative is the survey sample Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)  
  • 2.        of the target population. The results, and the ability to make projections from data, are directly tied to the quality of the sampling. In general, random samples are preferred to non- random samples because they are more representative of the population. Similarly, with random samples, as sample size increases, error decreases, which means that you can be more confident in your results. Last, sampling can be complex, so contact a statistician if you are not sure how to determine the appropriate sampling method and/or sample size. • Make sure to know and/or report if the survey was truly random where every person in the target population has an equal chance of taking the survey. The ability to generalize results from the sample to a larger population is compromised with a non-random sample. For example, people who respond to requests by news outlets to “call in or text in with their opinions” are not random. • Almost any survey can suffer from bias. There are many kinds of bias, but a major one is non-respondent bias — the people who refuse to take the survey are not like those who do. For example, younger people might be less likely to respond to a particular survey, and their views may differ greatly from the older people who did respond. The way the questions are ordered is another type of bias. One example of this is asking questions about awareness of school shootings before asking about the need for strict gun control in the U.S. Describing / Understanding Results • Commonly used and reported statistics are referred to as descriptive statistics because they describe the distribution of responses or results. To accurately understand and communicate results, it is important to look at the underlying data (the frequencies and percentages of responses in each category) that the statistics are describing as well as the statistics themselves. The list below includes statistics that are important to know. They are: o Mean – the arithmetic average. o Median – the midpoint of the data. o Mode – the most common response. o Standard Deviation – how tightly clustered are the responses. o Range – the range of responses, the high and low. • Always compare the data with the statistics to ensure they accurately describe the distribution of responses or numbers. Many statistics are sensitive to violations of the assumptions that underlie them. For example, Means are sensitive to extreme ratings or responses (outliers), requiring a “normal” or bell-shaped distribution of responses to provide an accurate description of the data. Also, if respondents are Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)  
  • 3.        split at the high and low end of a rating scale, the Mean will be in the middle of the scale and can be misleading (e.g., the Median income in Omaha is perhaps $50,000; but the Mean, or average, may be misleadingly higher because Warren Buffet is an extreme outlier making billions of dollars per year). • All statistical research includes some level of uncertainty. Statistical significance tests are used to reduce the uncertainty that the obtained results are due to chance. Be sure to report that uncertainty (usually through a confidence interval). Be mindful that confidence intervals based upon surveys do not typically capture all the uncertainty in the problem. When a statistical significance test is used, be sure to report the “P-value.” Drawing Inferences and Generalizing Results • Clearly describe trends and effects. Read results carefully, recognizing differences such as those between a percent increase and a percentage point increase. For example, if awareness of a product increases from 10 percent to 20 percent, it is a 100-percent increase, and a 10-percentage-point increase. • Trends do not continue indefinitely. Avoid making claims about the future based on recent history. • Causal statements are very hard to prove. There is a distinct difference between correlation and causation. Correlation describes the strength of the relationship between two factors or variables. Causation means one thing causes another to happen. Make sure to not use these terms interchangeably and question results that make such claims without support. • Using graphics to communicate results often helps make them easier to understand. It is best, however, to make sure they are clear in terms of the main points you are making about the statistics. Remember, it is less about the numbers, and more about what they mean to the audience. • Run your insights from the data by the person who actually did the research to be sure the data support its interpretation and use. Need a lifeline? The American Statistical Association will put you in touch with experts who can provide help. Need help deciding what you should be measuring, and how? The measurement advice and tools provided PRSA’s “Business Case for Public Relations™” can serve as resources.   Statistics Cheat Sheet for Public Relations Professionals (Prepared September 2011)