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Measurement class 11

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Title: Measurement class 11


1
Measurement class 11
  • Education (2/2)

2
Measuring students skills PISA
3
Measuring students skills PISA
  • Cf. class 10 OECD became the dominant source for
    measurement of education understood as outcome
    individual skills
  • 1995 International Adult Literacy Survey
  • 2000 PISA
  • Cornerstone of these measurement tools measuring
    skills, not performance

4
Measuring students skills PISA
  • Psychometry
  • Measured score real score measurement error
  • Historically, attempts at measuring
    intelligence (IQ)
  • The skill is the hidden factor, partially
    revealed by tests

5
Measuring students skills PISA
6
Measuring students skills PISA
  • Germany PISA shock (huge debate)
  • England Are we not such dunces after all?
    (Times, dec. 5, 2000)
  • Again, much debate about rankings
  • So what does PISA tell us, and what does it not?

7
Measuring students skills PISA
  • Goal measuring ability to use knowledge in a
    practical setting.  PISAs aim of tapping
    students preparedness for life. 
  • Ex reading  The capacity of an individual to
    understand, use and reflect on written texts in
    order to achieve ones goals, to develop ones
    knowledge and potential, and to participate in
    society. 

8
Measuring students skills PISA
  • Math The capacity of an individual to
    identify and understand the role that mathematics
    plays in the world, to make well-founded
    judgements and to use and engage with mathematics
    in ways that meet the needs of that individuals
    life as a constructive, concerned and reflective
    citizen. 

9
Measuring students skills PISA
  • Items are designed by experts, designed to
    measure certain skills
  • Then, ranked on a difficulty scale according to
    of test students who succeeded
  • Actual survey students (not the same students)
    are then given a score
  • The students score in turn predicts the
    probability of success on items of each
    difficulty level (5 levels)

10
Measuring students skills PISA
  • Items are designed by experts, designed to
    measure certain skills
  • Then, ranked on a difficulty scale according to
    of test students who succeeded (not the same
    students)
  • Evaluated students are then given a score
  • The score in turn predicts the probability of
    success on items of each difficulty level

11
Measuring students skills PISA
12
Measuring students skills PISA
  • Scores are standardized
  • Average score of OECD Countries 500
  • Standard deviation 100 (20 of m)

13
Measuring students skills PISA
  • Items are tested in different countries,
    eliminated if present a cultural, gender bias
  • In the end, cultural bias?
  • Convincingly argued that no
  •  Stimuli  are 15 longer in French, but French
    Canadians do as well as the best English speaking
    Canadian states
  • Differences such as US / Eng Canada
  • Type of question? Not really (the French score
    well on item choice questions)

14
Measuring students skills PISA
  • Other sources of bias?
  • Only the 15-year-olds currently attending school
  • UK 95
  • France 90
  • Brazil 55 (OECD partner state)
  • Mexico 54 (OCDE member)

15
Measuring students skills PISA
  • Other sources of bias?
  • Target population remote schools, disabled youth
    or non-native speakers could be left out, but
    within less than 5 of the population
  • But some countries left out more than 5
  • Response rates? Very low in UK in 2000 and 2003
    gt results excluded from PISA international
    comparisons

16
Measuring students skills PISA
  • Main source of uncertainty sampling error
  • Most countries /- 5 points on average score
  • Ex France (Grenet, working paper)
  • Ranked somewhere between 18 and 28 (on 56)
  • Mean score not statistically significant from 13
    other countries (on 55)

17
Measuring students skills PISA
  • Differences
  • between France and Australia 32 points
  • btw Australia and Argentina 136 points
  • Difference between 2 levels 70 points

18
Mesurer les compétences PISA
  • Educational context
  •  skills  and not contents of a curriculum but
    the 2 are linked (skills are taught at school,
    even if only a little!)
  • Ex 1st notions of probability come during 5th
    year of high school in France

19
Mesurer les compétences PISA
  • 15 year olds sampled by PISA did not all receive
    the same education gt what is being measured
    isnt the quality of education but many things
    (grade repetition). Ex probabilities

20
Mesurer les compétences PISA
  • Huge gap ex. on Reading scale, PISA 200
  •  on time  students in non-vocational classes
    score 560 on average ( Finnish score)
  • Students having repeated once 430 on average
    bottom of international rankings
  • PISA sheds light on these structural differences
    and asks relevant policy questions

21
Mesurer les compétences PISA
  • Motivation effect PISA 2003 asked students to
    measure their effort in answering the
    questionnaire, on a 1 to 10 scale
  • French students average 7/10
  • 40th / 41 participating countries

22
Mesurer les compétences PISA
  • Binets joke (1 of designers of the IQ test)
     What is intelligence? Well, its what my test
    measures! 
  • DESECO program (1999) asked non-psychologists
    (philosophers, sociologists, economists,
    ethnologist) what skills were needed to succeed
    in todays world
  • need for a definition of what is being
    measured, outside of the definition of the
    measurement tool

23
A word on non response
  • PISA 3 causes at least
  • Student cant answer gt measurement OK
  • Student didnt have time gt intensity of the
    test, not skill gt must be taken into account in
    scoring
  • Student didnt even try gt motivation effect,
    measurement pb
  • Relatively OK for assesment of skills within
    school context
  • Students are used to comply. Pb with adults!

24
A word on non response
  • In general
  • Total non response no survey
  • Partial non response parts of the survey, items
  • Total non response high ? probable bias
  • Partial non response
  • what does it say?

25
A word on non response
  • Refusal to answer some questions because too
    private not most frequent case
  • Ex income. From brackets to actual amount
  • Ex questions on divorce, getting along with
    partner
  • Very often meaningless question for the
    respondent (Bourdieu)
  • Ex  what do you think of the US Foreign Policy
    regarding Cuba? 

26
A word on non response
  • Answering an opinion question meaningfully means
    having an opinion having already thought about
    the question
  • Conclusion for survey design and reading survey
    answers
  • Always leave the possibility to answer  dont
    know  vs.  refusal to answer 
  • When reading tables /regression results, check
    the number of respondents

27
C. Measuring adults skills IALS
28
Measuring adults skills IALS
  • IALS 1995. A case in point of  measurement
    failure 
  • Idea same as what was said in part A. on PISA,
    but on adults.
  • Items of various difficulties, level of the
    individual level of questions he answers with
    .8 probability
  • One single scale of literacy. Level 1 has
    difficulties  illiterate 

29
(No Transcript)
30
Measuring adults skills IALS
  • France left the IALS project and inflicted total
    censorship on the results
  • Except that France was left in appendix tables ?
    articles like the IHT one
  • How did that happen?

31
Measuring adults skills IALS
32
Measuring adults skills IALS
  • Sampling method random path ? dwelling
  • Adresses are sampled from a sampling frame
    (census, phonebook).
  • To avoid bias due to dwellings not in the
    sampling frame, another dwelling is actually
    sampled, with an itinerary to go from the first
    one to the actual one
  • Ex  start from 48, bd Jourdan. Head North, take
    the second street to the left, count 5 buildings
    on the right side, enter the 6th one. Go to the
    3rd floor and choose the 2nd aparatment on the
    right side of the corridor 

33
Measuring adults skills IALS
  • The Kalton, Lyberg, Rempp audit (1995)
  • Replacement rates (replace the protocol dwelling
    by another) very high
  • Refusal 45 (in addition to absent households,
    etc)

34
Measuring adults skills IALS
  • The Kalton, Lyberg, Rempp audit (1995)
  • Replacements
  • Adress interviewed N percentage
  • Protocol adress 1 1363 45,5
  • 1st replacement 792 26,4
  • 2nd replacement 841 28,1
  • total 2996 100,0
  • non-response 45,2

35
Measuring adults skills IALS
  • Probably upward bias when protocol not strictly
    implemented
  • Germany 100 have no problem reading German
  • HH were not selected at ranmdom
  • Within HH, the most able / motivated HH member
    was selected in 5 to 10 of cases, contrary to
    protocol

36
Measuring adults skills IALS
  • Motivation effect very important
  • The interviewer had nothing to do while
    respondent filled booklet gt pressure on
    respondent (theoretically, no time limit)

37
Measuring adults skills IALS
  • Work by A. Blum et F. Guerin (1998)
  • Interviewed the interviewers
  • In 20 of HH, people seemed to answer without
    thinking to be done with the survey
  • Studied the items ambiguities,  wrong  when in
    fact perfectly understood. The  onion example 

38
Measuring adults skills IALS
  • Conclusion on IALS
  • Not one single defect, but a series of
    dysfunctionings all along the measurement
    production chain
  • Sampling,
  • Items design
  • Survey fieldwork
  • Imputation of non response
  • Coding and calculation of scores (1 single scale)

39
Lessons to be learnt
  • HMK 11
  • always consider the VARIANCE, not just the mean /
    median
  • Are levels relevant or only ranks (absolute //
    relative measurement)

40
Lessons to be learnt
  • IALS HMK 11 non-response matters
  • It is often non ignorable and induces biases, try
    to assess them
  • Partial non response means something about the
    question
  • PISA and IALS
  • ALWAYS read the technical documents / annexes
    before saying anything you can!
  • Rankings are relevant if variable values are
    actually different
  • Same thing as  look for the standard error 
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