100% tevredenheidsgarantie Direct beschikbaar na betaling Zowel online als in PDF Je zit nergens aan vast
logo-home
Uitgebreide samenvatting lectures en literatuur voor Missing Data €6,49   In winkelwagen

Samenvatting

Uitgebreide samenvatting lectures en literatuur voor Missing Data

3 beoordelingen
 91 keer bekeken  11 keer verkocht

Uitgebreide samenvatting van de hoorcolleges en literatuur voor het vak 'missing data theory and causal effects' aan de UU.

Voorbeeld 4 van de 70  pagina's

  • Nee
  • H1, h2, h3, h8
  • 1 april 2019
  • 70
  • 2018/2019
  • Samenvatting
book image

Titel boek:

Auteur(s):

  • Uitgave:
  • ISBN:
  • Druk:
Alle documenten voor dit vak (1)

3  beoordelingen

review-writer-avatar

Door: naciyebilici • 4 jaar geleden

reply-writer-avatar

Door: koenveldman2 • 4 jaar geleden

Hoi! kun je de slechte review toelichten?

review-writer-avatar

Door: teun1105 • 4 jaar geleden

review-writer-avatar

Door: ireneteulings • 5 jaar geleden

avatar-seller
koenveldman2
Summary Missing Data and causal effects
Inhoud
Missing Data: HC 1................................................................................................................................... 2
Literature week 1 .................................................................................................................................... 7
Book chapter 1.1 + 1.2......................................................................................................................... 7
Missing data HC 2 .................................................................................................................................... 9
Literature week 2 .................................................................................................................................. 17
Book chapter 1.3 + 1.4....................................................................................................................... 17
Missing data HC 3 .................................................................................................................................. 25
Literature week 3 .................................................................................................................................. 30
Rubin chapter 1 ................................................................................................................................. 30
Missing Data HC 4.................................................................................................................................. 33
Literature week 4 .................................................................................................................................. 38
Rubins: Chapter 5 .............................................................................................................................. 38
Rubins: chapter 6............................................................................................................................... 39
Missing data HC 5 .................................................................................................................................. 41
Literature week 5 .................................................................................................................................. 46
Book chapters: 2.1 + 2.3 + 2.4 + 2.7 + 2.8 + 3.1 + 3.4 ........................................................................ 46
Missing Data HC 6.................................................................................................................................. 57
Literature week 6 .................................................................................................................................. 65
Book chapter 8 .................................................................................................................................. 65
Rubins chapter 6.4 + 6.5 .................................................................................................................... 66
Missing data HC 8 .................................................................................................................................. 68




1

,Missing Data: HC 1

Missing values
Missing values are those values that are not observed → Values do exist in theory, but we are unable
to see them (e.g. non-response → not being home, not answering, or measurement breaks down
etc. ). In this course the main focus is non-response. There are different kind of non-response:

Types of non-response

1. unit non-response: no observed response at all for a case → people are in total not
participating
2. item non-response: some, but not all, responses are missing for a case → some data we have
but some not.

➔ Unit nonresponse refers to the complete absence of an interview from a sampled
household whereas item nonresponse refers to the absence of answers to specific
questions in the interview after the sampled household agrees to participate in the
survey. OR Unit nonresponse in a survey occurs when an eligible sample member fails to
respond at all or does not provide enough information for the response to be deemed
usable (not even as a "partial completion"). Unit nonresponse can be contrasted to item
nonresponse (missing data) wherein the sample member responds but does not provide
a usable response to a particular item or items.

Furthermore You can classify missing values in three groups:

1. Unintentional: Missing values that should have been observed
2. Intentional : Missing values that should not have been observed (e.g. → Q1: do you have
children? ; Q2: what is the age of your children? → if the answer on Q1 is ‘no’ than the
answer on Q2 is supposed to be missing
3. Deductive missings: Missing values whose true value can be deduced from the observed data
(e.g. → when you don’t have information about the BMI, you can calculate it with someone’s
height and weight.)




Sampling: people are not participating and are supposed to do not

2

,Branching / matrix sampling: people are not filling in an answer and are supposed to
Refusal / self-selection: people are not participating that are supposed to do: can lead to a selection
bias
Skip question / coding error: questions are not answered that are supposed to be answered, maybe
because of a typo.




Why missing values?
Death, dropout, refusal,bad luck → USB stick lost etc ..
But more importantly: If not all necessary information is captured, our inference may be wrong. This
can be due to errors with respect to: sampling (does sampling match the research goals?), coverage
(is the target population the same as the targeted population?), non-contact (unable to reach the
respondent), incompetence of the researcher or just refusal.

Bold statement 1
EVERYTHING IS A MISSING DATA PROBLEM → there is always some source of information missing




3

, Experiment example: impossible because you want to compare above vs above
➔ Solution: randomization


Illustration of the problem

Example 1




➔ The same holds for a x2 regression, variance etc ..
➔ Furthermore: Because we have a smaller observed set (when compared to the incomplete
set) there is lower statistical power (founding an effect when there is = linkerbovenhoek).
and a smaller effect size (R2).




4

Voordelen van het kopen van samenvattingen bij Stuvia op een rij:

Verzekerd van kwaliteit door reviews

Verzekerd van kwaliteit door reviews

Stuvia-klanten hebben meer dan 700.000 samenvattingen beoordeeld. Zo weet je zeker dat je de beste documenten koopt!

Snel en makkelijk kopen

Snel en makkelijk kopen

Je betaalt supersnel en eenmalig met iDeal, creditcard of Stuvia-tegoed voor de samenvatting. Zonder lidmaatschap.

Focus op de essentie

Focus op de essentie

Samenvattingen worden geschreven voor en door anderen. Daarom zijn de samenvattingen altijd betrouwbaar en actueel. Zo kom je snel tot de kern!

Veelgestelde vragen

Wat krijg ik als ik dit document koop?

Je krijgt een PDF, die direct beschikbaar is na je aankoop. Het gekochte document is altijd, overal en oneindig toegankelijk via je profiel.

Tevredenheidsgarantie: hoe werkt dat?

Onze tevredenheidsgarantie zorgt ervoor dat je altijd een studiedocument vindt dat goed bij je past. Je vult een formulier in en onze klantenservice regelt de rest.

Van wie koop ik deze samenvatting?

Stuvia is een marktplaats, je koop dit document dus niet van ons, maar van verkoper koenveldman2. Stuvia faciliteert de betaling aan de verkoper.

Zit ik meteen vast aan een abonnement?

Nee, je koopt alleen deze samenvatting voor €6,49. Je zit daarna nergens aan vast.

Is Stuvia te vertrouwen?

4,6 sterren op Google & Trustpilot (+1000 reviews)

Afgelopen 30 dagen zijn er 83637 samenvattingen verkocht

Opgericht in 2010, al 14 jaar dé plek om samenvattingen te kopen

Start met verkopen
€6,49  11x  verkocht
  • (3)
  Kopen