Sampling Technique & Sampling Size

Sampling Technique & Sampling Size

Dr. Moataza Mahmoud Abdel Wahab Lecturer of Biostatistics High Institute of Public Health University of Alexandria [email protected] Important statistical terms Population: a set which includes all measurements of interest to the researcher

(The collection of all responses, measurements, counts that are of interest) Sample: A subset of the population or ?Why sampling Get information about large populations

Less costs Less field time More accuracy i.e. Can Do A Better Job of Data Collection

When its impossible to study the whole population Target Population: The population to be studied/ to which the investigator wants to generalize his results Sampling Unit: smallest unit from which sample can be selected

Sampling frame List of all the sampling units from which sample is drawn Sampling scheme Method of selecting sampling units from sampling frame Types of sampling

Non-probability samples Probability samples Non probability samples Convenience samples (ease of access) sample is selected from elements of a population that are easily accessible Snowball sampling (friend of friend.etc.)

Purposive sampling (judgemental) You chose who you think should be in the study Quota sample Non probability samples Probability of being chosen is unknown Cheaper- but unable to generalise potential for bias

Probability samples Random sampling Each subject has a known probability of being selected

Allows application of statistical sampling theory to results to: Generalise Test hypotheses Conclusions Probability samples are the best

Ensure Representativeness Precision Methods used in probability samples Simple random sampling Systematic sampling

Stratified sampling Multi-stage sampling Cluster sampling Simple random sampling Table of random numbers 684257954125632140 582032154785962024 362333254789120325

985263017424503686 Systematic sampling Sampling fraction Ratio between sample size and population size Systematic sampling Cluster sampling Cluster: a group of sampling units close to each

other i.e. crowding together in the same area or neighborhood Cluster sampling Section 1 Section 2 Section 3 Section 5

Section 4 Stratified sampling Multi-stage sampling Errors in sample Systematic error (or bias) Inaccurate response (information bias) Selection bias

Sampling error (random error) Type 1 error The probability of finding a difference with our sample compared to population, and there really isnt one.

Known as the (or type 1 error)) Usually set at 5% (or 0.05) Type 2 error The probability of not finding a difference that actually exists between our sample

compared to the population Known as the (or type 2 error)) Power is (1- ) and is usually 80% Sample size

Quantitative n 2 2 Z D2 (12 22 )xF n 2

D Qualitative Z2 (1 ) n D2 2 P (1 - P) F n D2

Problem 1 A study is to be performed to determine a certain parameter in a community. From a previous study a sd of 46 was obtained. If a sample error of up to 4 is to be accepted. How many subjects should be included in this study at 99% level of confidence? Answer n

2 2 Z 2 D 2 2 2.58 x 46 n

880.3 ~ 881 42 Problem 2 A study is to be done to determine effect of 2 drugs (A and B) on blood glucose level. From previous studies using those

drugs, Sd of BGL of 8 and 12 g/dl were obtained respectively. A significant level of 95% and a power of 90% is required to detect a mean difference between the two groups of 3 g/dl. How many subjects should be include in each group? Answer 2 1

2 2 ( )xF n 2 D 2 n

2 (8 12 )x10.5 2 3 in each group 242.6 ~ 243

Problem 3 It was desired to estimate proportion of anaemic children in a certain preparatory school. In a similar study at another school a proportion of 30 % was detected. Compute the minimal sample size required at a confidence limit of 95% and accepting a difference of up to 4% of the true population. Answer

2 Z (1 ) n 2 D 2 1.96 x 0.3(1 0.3) n 504

. 21 ~ 505 2 (0.04) Problem 4 In previous studies, percentage of hypertensives among Diabetics was 70% and among non diabetics was 40% in a

certain community. A researcher wants to perform a comparative study for hypertension among diabetics and non-diabetics at a confidence limit 95% and power 80%, What is the minimal sample to be taken from each group with 4% accepted

difference of true value? Answer 2 P (1 - P) F n 2 D 2 x 0.55 (1 - 0.55) x7.8 n

2413 . 2 2 0.04 Precision Cost

Recently Viewed Presentations

  • AIR QUALITY UPDATE MARICOPA COUNTY ENVIRONMENTAL COMPLIANCE ASSISTANCE

    AIR QUALITY UPDATE MARICOPA COUNTY ENVIRONMENTAL COMPLIANCE ASSISTANCE

    Small area of Pinal Included in Phoenix NAA (Apache Junction) On June 13, EPA proposed a determination of attainment for the area. ... Historically a hot spot for dust related accidents. I-10 Workgroup formed in 2016 to study (PCAQCD, ADEQ,...
  • Mason Template 2: Title Slide - George Mason University

    Mason Template 2: Title Slide - George Mason University

    Braille Displays & iOS. Compatibility of iOS Devices with Braille Displays. iPhone (3Gs) or later. iPad Air & Mini. iPod (3rd gen) or later. Latest iOS software installed. Support for more than 40 wireless Braille displays . Freedom Scientific. HumanWare....
  • Diapositive 1

    Diapositive 1

    Washington Les femmes s'asseyant sur les genoux d'un homme dans le bus ou le train sans mettre de coussin entre eux risquent 6 mois de prison. Wisconsin Il est illégal de couper les cheveux d'une femme. Création de [email protected] Texte...
  • Systematic Mineralogy - University of Florida

    Systematic Mineralogy - University of Florida

    Characteristic structure Pair of single tetrahedrons Share single O Z/O ratio = 2/7 General Structure Complex structure Leads to much substitution and complicated compositions Links of silica tetrahedrons Edge sharing Al octahedrons Octahedrons linked by double silica tetrahedrons Other cations...
  • A Deep Learning Model for Long-term Declarative Episodic ...

    A Deep Learning Model for Long-term Declarative Episodic ...

    ure to say the Duchess said to the court, and was down into the other, and the time the Queen was so much at the book, and the Dodo and down in an offended tone, 'and then the pool a...
  • Cumulative risk of developing VAP with the duration of ...

    Cumulative risk of developing VAP with the duration of ...

    Cumulative risk of developing VAP with the duration of mechanical ventilation. Although length of time with an endotracheal tube in place increases the risk of nosocomial pneumonia, the greatest risk is during the first 2 weeks of intubation.
  • Enhancements V3.9.1  V3.9.3 Version 3.9.1 - Enhancements  New

    Enhancements V3.9.1 V3.9.3 Version 3.9.1 - Enhancements New

    AESOP Interface. auto creation of absence records and substitution requests. Release Time Enhancements. Registration verification screen allows user to select location, dates, am / pm. Information available for display and can be changed by Supervisors/DEA
  • The Effects of Blast-related Traumatic Brain Injury on ...

    The Effects of Blast-related Traumatic Brain Injury on ...

    A Brief History of Blast-Related Traumatic Brain Injury (btbi) During World War I, soldiers were exposed to more potent explosives and, as a result of advances in medicine/protective gear, were able to survive these injuries.