SlideShare a Scribd company logo
1 of 13
Copyright © 2021 by Jones & Bartlett Learning, LLC an Ascend Learning Company. www.jblearning.com.
CHAPTER 8
Role of Data in
Public Health
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Uses of Data
 Assessment of the health of a community
 Raw material for research
 Identification of special risk groups
 Detection of new health threats
 Planning of public health programs and evaluation of their success
 Preparation of government budgets
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Collection of Data
 Local records are sources of data:
– Birth certificates
– Death certificates
– Other vital statistics
 Data is transmitted:
– From local governments to states
– From states to National Center for Health Statistics (NCHS is part of CDC)
 Surveys are sources of data.
 NCHS set up a computer system to link vital records of infants because infant
mortality is an important public health issue.
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
The Census
 Is mandated by the U.S. Constitution
 Serves as the denominator for most public health data:
– Age, sex, race, ethnicity
 Is conducted every 10 years
 Determines the political composition of the U.S. Congress
– The citizenship status question excluded from 2020 census
– New household categories included for 2020 census
 American Community Survey is done on an ongoing basis in between
censuses:
– Education, housing, health insurance
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Surveys
 National Health Interview Survey (NHIS)
 National Health and Nutrition Examination Survey (NHANES)
 National Health Care Survey
 Behavioral Risk Factor Surveillance Survey (BRFSS)
– State-by-state, with results transmitted to NCHS
 Surveys done by other government agencies
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
How Much Data Is Necessary?
 There can never be too much data.
 Data is critically important in developing surveillance systems.
 Data collected is used by federal, state, and local agencies in all areas of public
health.
 Public health problems are defined according to available data.
 Without data, experts can’t recognize when an epidemic is starting.
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Accuracy and Availability of Data
 Data collection is imperfect.
 Census is most accurate.
– Still, there are overcounts and undercounts.
 Information technology increases accuracy and availability.
 Public health informatics has vastly improved the accessibility of public health
information for public health workers and the general public.
 The CDC and most other federal and state public health agencies make
information available over the Internet.
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Confidentiality of Data
 Governments have safeguards to protect information on individuals.
 Use of data may involve removal of information identifying individuals.
 Use of data requires permission granted by an institutional review board or data
protection committee.
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Discussion Question 1
 Vital statistics are the most accurate and complete data collected on the
American population, and yet there are still many errors in the information
submitted.
 What are some possible sources of error in records collected on births, deaths,
spontaneous fetal deaths, and induced abortions?
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Discussion Question 2
 Why did the U.S. Census Bureau propose to use statistical sampling in
conducting the year 2000 census?
 Can you think of some reasons why some people might not be counted?
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Discussion Question 3
 Of what value to public health is information gathered by the NHIS?
 NHANES?
 BRFSS?
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Discussion Question 4
 Visit the website of the U.S. Census Bureau, www.census.gov.
 What is the population of your city or town?
– Is it increasing or decreasing?
 How does the age distribution of your city or town compare with that of the U.S.
overall?
 How does the ethnic composition compare?
 How does the education level of the population compare with that of the U.S.
overall?
Copyright
©
2021
by
Jones
&
Bartlett
Learning,
LLC
an
Ascend
Learning
Company.
www.jblearning.com
Discussion Question 5
 Visit the NCHS website, www.cdc.gov/nchs.
 What surveys does NCHS conduct in addition to those described in this
chapter?

More Related Content

What's hot

Economic Impact on Minnesota's Health Care Delivery System
Economic Impact on Minnesota's Health Care Delivery SystemEconomic Impact on Minnesota's Health Care Delivery System
Economic Impact on Minnesota's Health Care Delivery Systemsoder145
 
2007 Minnesota Health Access Survey: Preliminary Results
2007 Minnesota Health Access Survey: Preliminary Results2007 Minnesota Health Access Survey: Preliminary Results
2007 Minnesota Health Access Survey: Preliminary Resultssoder145
 
Revisiting the SCHIP Funding Formula
Revisiting the SCHIP Funding FormulaRevisiting the SCHIP Funding Formula
Revisiting the SCHIP Funding Formulasoder145
 
Early Impacts of the ACA on Health Insurance Coverage in Minnesota
Early Impacts of the ACA on Health Insurance Coverage in MinnesotaEarly Impacts of the ACA on Health Insurance Coverage in Minnesota
Early Impacts of the ACA on Health Insurance Coverage in Minnesotasoder145
 
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...A Correction for the Full-Supplement Imputation Bias in the Current Populatio...
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...soder145
 
The American Health Care Crisis - The Only Answer
The American Health Care Crisis - The Only AnswerThe American Health Care Crisis - The Only Answer
The American Health Care Crisis - The Only AnswerRoger H Strube MD (retired)
 
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Results
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation ResultsWisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Results
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Resultssoder145
 
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...soder145
 
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...soder145
 
Blewett Ah Shrpig Jun2009
Blewett Ah Shrpig Jun2009Blewett Ah Shrpig Jun2009
Blewett Ah Shrpig Jun2009soder145
 
Pres mnhsr2011 mar1_turner
Pres mnhsr2011 mar1_turnerPres mnhsr2011 mar1_turner
Pres mnhsr2011 mar1_turnersoder145
 
The Impact of the American Community Survey on Small Area Estimation
The Impact of the American Community Survey on Small Area EstimationThe Impact of the American Community Survey on Small Area Estimation
The Impact of the American Community Survey on Small Area Estimationsoder145
 
Explanations of the Medicaid Undercount and the Factors Associated with Measu...
Explanations of the Medicaid Undercount and the Factors Associated with Measu...Explanations of the Medicaid Undercount and the Factors Associated with Measu...
Explanations of the Medicaid Undercount and the Factors Associated with Measu...soder145
 
Using Linked Survey and Administrative Records Studies to Partially Correct S...
Using Linked Survey and Administrative Records Studies to Partially Correct S...Using Linked Survey and Administrative Records Studies to Partially Correct S...
Using Linked Survey and Administrative Records Studies to Partially Correct S...soder145
 
SAC360 Chapter 26 is the medical care system a public health
SAC360 Chapter 26 is the medical care system a public healthSAC360 Chapter 26 is the medical care system a public health
SAC360 Chapter 26 is the medical care system a public healthBealCollegeOnline
 
Sample Frame Assessment for a Large Metropolitan County's Health Survey
Sample Frame Assessment for a Large Metropolitan County's Health SurveySample Frame Assessment for a Large Metropolitan County's Health Survey
Sample Frame Assessment for a Large Metropolitan County's Health Surveysoder145
 
SAC360 Chapter 19 mental health
SAC360 Chapter 19 mental healthSAC360 Chapter 19 mental health
SAC360 Chapter 19 mental healthBealCollegeOnline
 
College Students Survey - Optimistic
College Students Survey - OptimisticCollege Students Survey - Optimistic
College Students Survey - OptimisticeHealth , Inc.
 
Pres arm2010 june27_kenney2
Pres arm2010 june27_kenney2Pres arm2010 june27_kenney2
Pres arm2010 june27_kenney2soder145
 
The Medicaid Underdcount: Synthesis of Research
The Medicaid Underdcount:  Synthesis of ResearchThe Medicaid Underdcount:  Synthesis of Research
The Medicaid Underdcount: Synthesis of Researchsoder145
 

What's hot (20)

Economic Impact on Minnesota's Health Care Delivery System
Economic Impact on Minnesota's Health Care Delivery SystemEconomic Impact on Minnesota's Health Care Delivery System
Economic Impact on Minnesota's Health Care Delivery System
 
2007 Minnesota Health Access Survey: Preliminary Results
2007 Minnesota Health Access Survey: Preliminary Results2007 Minnesota Health Access Survey: Preliminary Results
2007 Minnesota Health Access Survey: Preliminary Results
 
Revisiting the SCHIP Funding Formula
Revisiting the SCHIP Funding FormulaRevisiting the SCHIP Funding Formula
Revisiting the SCHIP Funding Formula
 
Early Impacts of the ACA on Health Insurance Coverage in Minnesota
Early Impacts of the ACA on Health Insurance Coverage in MinnesotaEarly Impacts of the ACA on Health Insurance Coverage in Minnesota
Early Impacts of the ACA on Health Insurance Coverage in Minnesota
 
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...A Correction for the Full-Supplement Imputation Bias in the Current Populatio...
A Correction for the Full-Supplement Imputation Bias in the Current Populatio...
 
The American Health Care Crisis - The Only Answer
The American Health Care Crisis - The Only AnswerThe American Health Care Crisis - The Only Answer
The American Health Care Crisis - The Only Answer
 
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Results
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation ResultsWisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Results
Wisconsin’s BadgerCare Plus Coverage Expansion: Early Evaluation Results
 
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...
Can Post-Stratification Adjustments Do Enough to Reduce Bias in Telephone Sur...
 
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...
Implications of the Affordable Care Act: Medicaid Expansion for Health Care A...
 
Blewett Ah Shrpig Jun2009
Blewett Ah Shrpig Jun2009Blewett Ah Shrpig Jun2009
Blewett Ah Shrpig Jun2009
 
Pres mnhsr2011 mar1_turner
Pres mnhsr2011 mar1_turnerPres mnhsr2011 mar1_turner
Pres mnhsr2011 mar1_turner
 
The Impact of the American Community Survey on Small Area Estimation
The Impact of the American Community Survey on Small Area EstimationThe Impact of the American Community Survey on Small Area Estimation
The Impact of the American Community Survey on Small Area Estimation
 
Explanations of the Medicaid Undercount and the Factors Associated with Measu...
Explanations of the Medicaid Undercount and the Factors Associated with Measu...Explanations of the Medicaid Undercount and the Factors Associated with Measu...
Explanations of the Medicaid Undercount and the Factors Associated with Measu...
 
Using Linked Survey and Administrative Records Studies to Partially Correct S...
Using Linked Survey and Administrative Records Studies to Partially Correct S...Using Linked Survey and Administrative Records Studies to Partially Correct S...
Using Linked Survey and Administrative Records Studies to Partially Correct S...
 
SAC360 Chapter 26 is the medical care system a public health
SAC360 Chapter 26 is the medical care system a public healthSAC360 Chapter 26 is the medical care system a public health
SAC360 Chapter 26 is the medical care system a public health
 
Sample Frame Assessment for a Large Metropolitan County's Health Survey
Sample Frame Assessment for a Large Metropolitan County's Health SurveySample Frame Assessment for a Large Metropolitan County's Health Survey
Sample Frame Assessment for a Large Metropolitan County's Health Survey
 
SAC360 Chapter 19 mental health
SAC360 Chapter 19 mental healthSAC360 Chapter 19 mental health
SAC360 Chapter 19 mental health
 
College Students Survey - Optimistic
College Students Survey - OptimisticCollege Students Survey - Optimistic
College Students Survey - Optimistic
 
Pres arm2010 june27_kenney2
Pres arm2010 june27_kenney2Pres arm2010 june27_kenney2
Pres arm2010 june27_kenney2
 
The Medicaid Underdcount: Synthesis of Research
The Medicaid Underdcount:  Synthesis of ResearchThe Medicaid Underdcount:  Synthesis of Research
The Medicaid Underdcount: Synthesis of Research
 

Similar to SAC360 Chapter 8 role of data in public health

SAC360 Chapter 31 public health in the twenty first century
SAC360 Chapter 31 public health in the twenty first centurySAC360 Chapter 31 public health in the twenty first century
SAC360 Chapter 31 public health in the twenty first centuryBealCollegeOnline
 
SAC360 Chapter 18 maternal and child health as a social problem
SAC360 Chapter 18 maternal and child health as a social problemSAC360 Chapter 18 maternal and child health as a social problem
SAC360 Chapter 18 maternal and child health as a social problemBealCollegeOnline
 
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...Levi Shapiro
 
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...AHRQ Health Care Innovations Exchange
 
Pres acs workshop_june14_call
Pres acs workshop_june14_callPres acs workshop_june14_call
Pres acs workshop_june14_callsoder145
 
SAC360 Chapter 3 powers and responsibilities of government
SAC360 Chapter 3 powers and responsibilities of governmentSAC360 Chapter 3 powers and responsibilities of government
SAC360 Chapter 3 powers and responsibilities of governmentBealCollegeOnline
 
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...Health Catalyst
 
Child Abuse and Neglect Facilities: Statistics and Interventions
Child Abuse and Neglect Facilities: Statistics and InterventionsChild Abuse and Neglect Facilities: Statistics and Interventions
Child Abuse and Neglect Facilities: Statistics and Interventionsvc3jdcasa
 
W. David Helms: Assessing U.S. and International Experience with Health Refor...
W. David Helms: Assessing U.S. and International Experience with Health Refor...W. David Helms: Assessing U.S. and International Experience with Health Refor...
W. David Helms: Assessing U.S. and International Experience with Health Refor...National Chlamydia Coalition
 
Database RetrievalThe goal of this assignment is to locate and use.docx
Database RetrievalThe goal of this assignment is to locate and use.docxDatabase RetrievalThe goal of this assignment is to locate and use.docx
Database RetrievalThe goal of this assignment is to locate and use.docxtaminklsperaw
 
Coronavirus Case Tracking
Coronavirus Case TrackingCoronavirus Case Tracking
Coronavirus Case TrackingDavidAhmed4
 
Open Health Data Qualitative Overview
Open Health Data Qualitative OverviewOpen Health Data Qualitative Overview
Open Health Data Qualitative OverviewEugene Borukhovich
 
Pres Wss13 Nov2008 Davern
Pres Wss13 Nov2008 DavernPres Wss13 Nov2008 Davern
Pres Wss13 Nov2008 Davernsoder145
 
Ethics and sharing health data
Ethics and sharing health dataEthics and sharing health data
Ethics and sharing health dataT.J. Kasperbauer
 
Childrens Health Insurance Program
Childrens Health Insurance ProgramChildrens Health Insurance Program
Childrens Health Insurance ProgramKimberly Brooks
 
The Philosophy, Psychology, and Technology of Data in Healthcare
The Philosophy, Psychology, and  Technology of Data in HealthcareThe Philosophy, Psychology, and  Technology of Data in Healthcare
The Philosophy, Psychology, and Technology of Data in HealthcareDale Sanders
 
LAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionLAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionAlicia Keen LaFrance
 

Similar to SAC360 Chapter 8 role of data in public health (20)

SAC360 Chapter 31 public health in the twenty first century
SAC360 Chapter 31 public health in the twenty first centurySAC360 Chapter 31 public health in the twenty first century
SAC360 Chapter 31 public health in the twenty first century
 
SAC360 Chapter 18 maternal and child health as a social problem
SAC360 Chapter 18 maternal and child health as a social problemSAC360 Chapter 18 maternal and child health as a social problem
SAC360 Chapter 18 maternal and child health as a social problem
 
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...
2021 Key Drivers in Healthcare- Michele Holcomb, Cardinal Health for mHealth ...
 
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...
Building Health Information Exchanges To Support ACOs and Medical Homes: Dela...
 
Pres acs workshop_june14_call
Pres acs workshop_june14_callPres acs workshop_june14_call
Pres acs workshop_june14_call
 
SAC360 Chapter 3 powers and responsibilities of government
SAC360 Chapter 3 powers and responsibilities of governmentSAC360 Chapter 3 powers and responsibilities of government
SAC360 Chapter 3 powers and responsibilities of government
 
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...
Advancing Health Equity: A Data-Driven Approach Closes the Gap Between Intent...
 
Child Abuse and Neglect Facilities: Statistics and Interventions
Child Abuse and Neglect Facilities: Statistics and InterventionsChild Abuse and Neglect Facilities: Statistics and Interventions
Child Abuse and Neglect Facilities: Statistics and Interventions
 
W. David Helms: Assessing U.S. and International Experience with Health Refor...
W. David Helms: Assessing U.S. and International Experience with Health Refor...W. David Helms: Assessing U.S. and International Experience with Health Refor...
W. David Helms: Assessing U.S. and International Experience with Health Refor...
 
Emr Facts N Figures
Emr Facts N FiguresEmr Facts N Figures
Emr Facts N Figures
 
Database RetrievalThe goal of this assignment is to locate and use.docx
Database RetrievalThe goal of this assignment is to locate and use.docxDatabase RetrievalThe goal of this assignment is to locate and use.docx
Database RetrievalThe goal of this assignment is to locate and use.docx
 
Coronavirus Case Tracking
Coronavirus Case TrackingCoronavirus Case Tracking
Coronavirus Case Tracking
 
Datos abiertos en salud - Resumen
Datos abiertos en salud - ResumenDatos abiertos en salud - Resumen
Datos abiertos en salud - Resumen
 
Open Health Data Qualitative Overview
Open Health Data Qualitative OverviewOpen Health Data Qualitative Overview
Open Health Data Qualitative Overview
 
Pres Wss13 Nov2008 Davern
Pres Wss13 Nov2008 DavernPres Wss13 Nov2008 Davern
Pres Wss13 Nov2008 Davern
 
Ethics and sharing health data
Ethics and sharing health dataEthics and sharing health data
Ethics and sharing health data
 
Childrens Health Insurance Program
Childrens Health Insurance ProgramChildrens Health Insurance Program
Childrens Health Insurance Program
 
The Philosophy, Psychology, and Technology of Data in Healthcare
The Philosophy, Psychology, and  Technology of Data in HealthcareThe Philosophy, Psychology, and  Technology of Data in Healthcare
The Philosophy, Psychology, and Technology of Data in Healthcare
 
Session 2 - Prof. Dr. Abul Kalam Azad
Session 2 - Prof. Dr. Abul Kalam AzadSession 2 - Prof. Dr. Abul Kalam Azad
Session 2 - Prof. Dr. Abul Kalam Azad
 
LAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionLAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePrevention
 

More from BealCollegeOnline (20)

BA650 Week 3 Chapter 3 "Why Change? contemporary drivers and pressures
BA650 Week 3 Chapter 3 "Why Change? contemporary drivers and pressuresBA650 Week 3 Chapter 3 "Why Change? contemporary drivers and pressures
BA650 Week 3 Chapter 3 "Why Change? contemporary drivers and pressures
 
BIO420 Chapter 25
BIO420 Chapter 25BIO420 Chapter 25
BIO420 Chapter 25
 
BIO420 Chapter 24
BIO420 Chapter 24BIO420 Chapter 24
BIO420 Chapter 24
 
BIO420 Chapter 23
BIO420 Chapter 23BIO420 Chapter 23
BIO420 Chapter 23
 
BIO420 Chapter 20
BIO420 Chapter 20BIO420 Chapter 20
BIO420 Chapter 20
 
BIO420 Chapter 18
BIO420 Chapter 18BIO420 Chapter 18
BIO420 Chapter 18
 
BIO420 Chapter 17
BIO420 Chapter 17BIO420 Chapter 17
BIO420 Chapter 17
 
BIO420 Chapter 16
BIO420 Chapter 16BIO420 Chapter 16
BIO420 Chapter 16
 
BIO420 Chapter 13
BIO420 Chapter 13BIO420 Chapter 13
BIO420 Chapter 13
 
BIO420 Chapter 12
BIO420 Chapter 12BIO420 Chapter 12
BIO420 Chapter 12
 
BIO420 Chapter 09
BIO420 Chapter 09BIO420 Chapter 09
BIO420 Chapter 09
 
BIO420 Chapter 08
BIO420 Chapter 08BIO420 Chapter 08
BIO420 Chapter 08
 
BIO420 Chapter 06
BIO420 Chapter 06BIO420 Chapter 06
BIO420 Chapter 06
 
BIO420 Chapter 05
BIO420 Chapter 05BIO420 Chapter 05
BIO420 Chapter 05
 
BIO420 Chapter 04
BIO420 Chapter 04BIO420 Chapter 04
BIO420 Chapter 04
 
BIO420 Chapter 03
BIO420 Chapter 03BIO420 Chapter 03
BIO420 Chapter 03
 
BIO420 Chapter 01
BIO420 Chapter 01BIO420 Chapter 01
BIO420 Chapter 01
 
BA350 Katz esb 6e_chap018_ppt
BA350 Katz esb 6e_chap018_pptBA350 Katz esb 6e_chap018_ppt
BA350 Katz esb 6e_chap018_ppt
 
BA350 Katz esb 6e_chap017_ppt
BA350 Katz esb 6e_chap017_pptBA350 Katz esb 6e_chap017_ppt
BA350 Katz esb 6e_chap017_ppt
 
BA350 Katz esb 6e_chap016_ppt
BA350 Katz esb 6e_chap016_pptBA350 Katz esb 6e_chap016_ppt
BA350 Katz esb 6e_chap016_ppt
 

Recently uploaded

Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentInMediaRes1
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfSumit Tiwari
 
Final demo Grade 9 for demo Plan dessert.pptx
Final demo Grade 9 for demo Plan dessert.pptxFinal demo Grade 9 for demo Plan dessert.pptx
Final demo Grade 9 for demo Plan dessert.pptxAvyJaneVismanos
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxRaymartEstabillo3
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxsocialsciencegdgrohi
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
Science lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonScience lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonJericReyAuditor
 
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting DataJhengPantaleon
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaVirag Sontakke
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfakmcokerachita
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxthorishapillay1
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon AUnboundStockton
 

Recently uploaded (20)

Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media Component
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
 
Final demo Grade 9 for demo Plan dessert.pptx
Final demo Grade 9 for demo Plan dessert.pptxFinal demo Grade 9 for demo Plan dessert.pptx
Final demo Grade 9 for demo Plan dessert.pptx
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
 
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptxHistory Class XII Ch. 3 Kinship, Caste and Class (1).pptx
History Class XII Ch. 3 Kinship, Caste and Class (1).pptx
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
Science lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lessonScience lesson Moon for 4th quarter lesson
Science lesson Moon for 4th quarter lesson
 
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
 
Painted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of IndiaPainted Grey Ware.pptx, PGW Culture of India
Painted Grey Ware.pptx, PGW Culture of India
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdf
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
Proudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptxProudly South Africa powerpoint Thorisha.pptx
Proudly South Africa powerpoint Thorisha.pptx
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
Crayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon ACrayon Activity Handout For the Crayon A
Crayon Activity Handout For the Crayon A
 

SAC360 Chapter 8 role of data in public health