Wiki source code of Modelling hierarchically structured data with MLwiN software, spring 2014
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1 | = Modelling hierarchically structured data with MLwiN software, spring 2014 = | ||
2 | |||
3 | **Lecturers** | ||
4 | |||
5 | Professor [[Antero Malin>>url:http://ktl.jyu.fi/ktl/english/staff/antero_malin||shape="rect"]] University of Jyväskylä (main lecturer) | ||
6 | Professor [[Risto Lehtonen>>url:http://wiki.helsinki.fi/display/SocStats/Lehtonen%2C+Risto||shape="rect"]] | ||
7 | |||
8 | **Type** | ||
9 | |||
10 | Advanced studies | ||
11 | |||
12 | **Code** | ||
13 | |||
14 | 796116 | ||
15 | |||
16 | **Scope** | ||
17 | |||
18 | Lectures and PC classes: 12 hours | ||
19 | |||
20 | **Credits** | ||
21 | |||
22 | 3 ECTS credits with completed practical work (see Homework) | ||
23 | |||
24 | **Description** | ||
25 | |||
26 | Hierarchically structured data are common in quantitative research in social sciences, psychology and educational sciences. The hierarchical structure of the data involves correlations between observations and these correlations must be accounted for in statistical analysis. Hierarchical or multilevel models are often used for this purpose. In the course, basic properties of multilevel regression and ANOVA models are introduced and demonstrated with the MLwiN software, one of the leading software in multilevel modelling. In addition to lecture sessions, PC training sessions will be arranged for practical application of the methods, using real data sets. | ||
27 | |||
28 | **Target group** | ||
29 | |||
30 | The course is intended to post-graduate students in social and behavioral sciences and economics (the main target group) but also can be included in methodologically oriented Master studies (e.g. the REMS program) and Master studies in statistical science. | ||
31 | |||
32 | **Number of students** | ||
33 | |||
34 | Max. 24 students | ||
35 | |||
36 | **Schedule and venue** | ||
37 | |||
38 | Dates: Two-day intensive course in **22-23 May 2014**, at 9-12, 13-16 each day | ||
39 | Venue: Swedish School of Social Science (Snellmaninkatu 12), 1st floor, IT classroom 110 (SSKH IT-SAL 110). | ||
40 | |||
41 | Course schedule | ||
42 | |||
43 | **Thursday 22 May 2014** | ||
44 | 9:00 - 9:45 Lectures Risto Lehtonen | ||
45 | 10:00-12:00 Lectures Antero Malin | ||
46 | 12:00-13:00 Lunch break | ||
47 | 13:00-13:45 Lectures (continued) | ||
48 | 13:45-14:15 Coffee break | ||
49 | 14:15-16:00 PC training | ||
50 | |||
51 | **Friday 23 May 2014** | ||
52 | 9:00-9:45 Lectures Risto Lehtonen | ||
53 | 10:00-12:00 Lectures Antero Malin | ||
54 | 12:00-13:00 Lunch break | ||
55 | 13:00-13:45 Lectures (continued) | ||
56 | 13:45-14:15 Coffee break | ||
57 | 14:15-16:00 PC training | ||
58 | |||
59 | **Lecture materials and Homework** | ||
60 | |||
61 | [[Slides>>attach:Slides_Antero_Malin.pdf]] Antero Malin | ||
62 | [[Slides>>attach:Introduction.pdf]] Risto Lehtonen | ||
63 | |||
64 | [[Case Study: Pisa>>attach:CaseStudyPISA.pdf]] | ||
65 | Lehtonen-Pahkinen (2004) [[Section 9.4 >>attach:Lehtonen-Pahkinen_2004_Section_9.4.pdf]] | ||
66 | \\[[Pisa Tables>>attach:Pisa_Tables.pdf]](% class="confluence-link" %)[[Weighting >>url:http://www2.units.it/nirdses/sito_inglese/working%20papers/files%20for%20wp/wp119.pdf||shape="rect"]]in Pisa | ||
67 | |||
68 | |||
69 | [[**MOODLE **>>url:https://moodle.helsinki.fi/course/view.php?id=12929||shape="rect"]]for Course homework and data sets | ||
70 | |||
71 | **Main reading** | ||
72 | |||
73 | Goldstein H. (2003). Multilevel Statistical Models, 3rd Ed. London: Arnold. | ||
74 | or | ||
75 | Goldstein H. (2011). Multilevel Statistical Models, 4th Ed. London: Arnold. | ||
76 | e-book accessible via Dawsonera [[Helka>>url:https://helka.linneanet.fi/cgi-bin/Pwebrecon.cgi?LANGUAGE=English&DB=local&PAGE=First||shape="rect"]] | ||
77 | [[2nd Edition>>url:http://www.bristol.ac.uk/cmm/team/hg/msm-2nd-ed/||shape="rect"]] - Downloadable, free 1995 version | ||
78 | |||
79 | **Software** | ||
80 | |||
81 | MLwiN software package for fitting multilevel models: [[Software website>>url:http://www.bristol.ac.uk/cmm/software/mlwin/||shape="rect"]] | ||
82 | |||
83 | MLwiN manuals can be downloaded [[here>>url:http://www.bristol.ac.uk/cmm/software/mlwin/download/manuals.html||shape="rect"]] | ||
84 | |||
85 | See [[here >>url:http://www.bristol.ac.uk/cmm/software/mlwin/support/support-faqs/data-in/||shape="rect"]]how to get data into MLwiN | ||
86 | |||
87 | **Supplementary reading** | ||
88 | |||
89 | Lehtonen R. and Pahkinen E. (2004). Practical Methods for Design and Analysis of Complex Surveys. Second Edition. Chichester: Wiley. Section 9.4. | ||
90 | e-book accessible via Dawsonera [[Helka>>url:https://helka.linneanet.fi/cgi-bin/Pwebrecon.cgi?LANGUAGE=English&DB=local&PAGE=First||shape="rect"]] | ||
91 | |||
92 | **Information** | ||
93 | |||
94 | Prof. Risto Lehtonen risto.lehtonen@helsinki.fi | ||
95 | |||
96 | [[**Registration**>>url:https://oodi-www.it.helsinki.fi/hy/opintjakstied.jsp?html=1&Tunniste=796116||shape="rect"]] | ||
97 | |||
98 | Did you forget to register? [[What to do>>url:http://wiki.helsinki.fi/display/mathstatOpiskelu/Kysymys4||shape="rect"]]. |