An Analysis of Field Preferences of an Educational System

Anna Ćwiąkała-Małys; Monika Mościbrodzka

Open Access

An Analysis of Field Preferences of an Educational System

Anna Ćwiąkała-Małys

and

Monika Mościbrodzka

| Jun 11, 2020

Wroclaw Review of Law, Administration & Economics

Volume 9 (2019): Issue 1 (December 2019)

About this article

Cite

Page range: 26 - 45

DOI: https://doi.org/10.2478/wrlae-2019-0002

Keywords
higher education, synthetic measure of development, methods of multidimensional analysis

© 2019 Anna Ćwiąkała-Małys et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Involvement of women in higher-level education in the academic year 2016–2017 according to different types of universitiesSource: self-study.

Bar chart and boxplot for a development measureSource: self-study.

Boxplot for a development measure in particular education groupSource: self-study.

Ranking of universities in Poland in terms of women's involvement according to types of universities and education groups in the academic year 2016–2017

Place	Object	Development measure	Place	Object	Development measure	Place	Object	Development measure	Place	Object	Development measure
1	M6_9	1.00000	99	U3_5	0.73852	197	U3_7	0.63989	295	U15_9	0.46245
2	M2_9	0.99232	100	U6_6	0.73757	198	P5_2	0.63911	296	U8_9	0.45451
3	M3_9	0.98664	101	M8_6	0.73685	199	U14_3	0.63818	297	W3_7	0.45308
4	U13_4	0.96683	102	U3_6	0.73678	200	U12_3	0.63769	298	P2_2	0.44546
5	U14_4	0.95816	103	U4_2	0.73671	201	P3_1	0.63743	299	U4_6	0.44471
6	E4_4	0.95303	104	U3_5	0.73643	202	E5_7	0.63686	300	S4_10	0.43861
7	U13_10	0.94616	105	U5_10	0.73523	203	U2_6	0.63509	301	W1_9	0.43716
8	M8_2	0.94534	106	U9_3	0.73452	204	P1_1	0.63480	302	T3_2	0.43638
9	U3_4	0.94398	107	U2_3	0.73243	205	Pe3_5	0.63435	303	S1_4	0.42516
10	Pe1_10	0.94389	108	U13_5	0.73242	206	T3_6	0.63411	304	W3_3	0.42456
11	T13_4	0.94259	109	U7_5	0.73039	207	U13_7	0.63138	305	T13_2	0.42409
12	U7_4	0.93738	110	U19_4	0.72793	208	E1_2	0.63092	306	T15_9	0.42346
13	P5_4	0.93541	111	U9_6	0.72747	209	U13_6	0.63059	307	U20_2	0.42260
14	Pe2_4	0.93322	112	U10_6	0.72710	210	P5_3	0.63019	308	T9_2	0.41998
15	U3_4	0.93293	113	U6_9	0.72580	211	U18_6	0.62648	309	U5_2	0.40917
16	U6_10	0.93180	114	U15_6	0.72362	212	U6_7	0.62520	310	T6_9	0.39818
17	U1_4	0.93038	115	Pe3_6	0.72355	213	U6_3	0.62113	311	W2_7	0.39230
18	U9_4	0.93004	116	U8_5	0.72266	214	T12_3	0.61805	312	T14_2	0.38815
19	U10_4	0.92817	117	U14_5	0.72070	215	T11_3	0.61695	313	T10_2	0.37987
20	U3_10	0.92400	118	S1_10	0.71908	216	U12_9	0.61674	314	E6_8	0.37413
21	U12_4	0.92332	119	T8_6	0.71882	217	E6_3	0.61347	315	U11_1	0.36205
22	U4_4	0.91150	120	U3_3	0.71881	218	P2_3	0.61278	316	T16_2	0.36009
23	U8_10	0.91115	121	T11_6	0.71828	219	E4_3	0.61258	317	S5_4	0.35937
24	U18_4	0.91012	122	U18_5	0.71822	220	U8_3	0.61199	318	T17_9	0.35755
25	Pe1_4	0.90933	123	P6_7	0.71579	221	MU8_4	0.61157	319	T17_3	0.35203
26	T3_5	0.90718	124	Pe1_9	0.71558	222	T10_7	0.60865	320	T8_2	0.35186
27	P5_10	0.90521	125	S2_9	0.71426	223	U10_2	0.60816	321	S4_4	0.34922
28	U7_10	0.90029	126	U11_5	0.71181	224	U5_6	0.60595	322	T12_2	0.34904
29	P6_10	0.89214	127	U7_3	0.71069	225	U18_2	0.60363	323	S2_4	0.34826
30	U1_10	0.88997	128	U12_5	0.70953	226	U10_9	0.60358	324	T15_2	0.34480
31	U12_10	0.88312	129	T4_5	0.70905	227	T10_3	0.60309	325	U3_2	0.34365
32	U17_4	0.88310	130	U11_7	0.70891	228	MU3_5	0.60219	326	T8_9	0.33906
33	U14_10	0.88251	131	U16_5	0.70820	229	T4_6	0.59756	327	T4_2	0.33489
34	U8_4	0.88179	132	E2_3	0.70704	230	S5_9	0.59541	328	T1_2	0.33346
35	P4_10	0.88049	133	U17_6	0.70617	231	U3_7	0.59414	329	T6_2	0.33035
36	Pe1_3	0.87746	134	U5_4	0.70616	232	T2_3	0.59404	330	T2_2	0.32399
37	T15_5	0.87338	135	M3_2	0.70385	233	U5_3	0.59389	331	P5_8	0.32222
38	M5_10	0.87207	136	U20_1	0.70376	234	U11_2	0.59360	332	W7_9	0.31659
39	M1_10	0.87194	137	P7_1	0.70376	235	T16_7	0.59080	333	T12_9	0.30743
40	P3_10	0.87184	138	U1_3	0.70290	236	U3_9	0.58769	334	M8_9	0.30361
41	T16_4	0.86977	139	U19_6	0.70027	237	U18_9	0.58709	335	U2_10	0.30312
42	Pe3_4	0.86873	140	U19_5	0.70022	238	U5_7	0.58548	336	U19_8	0.29661
43	M4_10	0.86820	141	U12_7	0.69978	239	E2_7	0.58541	337	P1_3	0.29430
44	T12_5	0.86616	142	U4_5	0.69920	240	U3_9	0.58473	338	E1_8	0.29254
45	A1_2	0.86317	143	S2_10	0.69815	241	E1_7	0.58225	339	T11_2	0.28840
46	A6_5	0.85570	144	P5_6	0.69746	242	E6_7	0.57937	340	P2_9	0.28014
47	M8_10	0.84907	145	U2_5	0.69678	243	U17_7	0.57617	341	T2_9	0.26776
48	P2_5	0.84651	146	P5_9	0.69671	244	U8_2	0.57102	342	U13_8	0.25397
49	M7_10	0.84027	147	T6_3	0.69578	245	T4_3	0.56884	343	E5_8	0.23941
50	U3_10	0.83471	148	T6_7	0.69567	246	S4_9	0.56684	344	T7_4	0.23351
51	U4_10	0.83469	149	U3_6	0.69539	247	T3_3	0.56606	345	P4_3	0.23227
52	U18_10	0.83286	150	U17_3	0.69509	248	T15_3	0.56560	346	P3_7	0.23059
53	U6_4	0.83184	151	U5_5	0.69186	249	W3_6	0.55541	347	T3_9	0.22784
54	A2_5	0.82963	152	U10_3	0.69038	250	P4_1	0.55413	348	U2_8	0.22704
55	A7_5	0.82743	153	U20_7	0.68990	251	P5_7	0.55352	349	W3_2	0.22643
56	M6_10	0.82739	154	P7_7	0.68990	252	S6_4	0.55063	350	U8_8	0.22290
57	A4_5	0.82459	155	T1_6	0.68819	253	MU6_5	0.54920	351	U9_9	0.21790
58	A1_5	0.82367	156	U11_4	0.68711	254	U19_9	0.54779	352	T3_7	0.21760
59	U16_10	0.82041	157	E5_3	0.68710	255	MU3_4	0.54594	353	T4_4	0.21724
60	M2_10	0.82006	158	U16_3	0.68585	256	U16_9	0.54412	354	U5_9	0.21701
61	U16_4	0.81788	159	P1_2	0.68482	257	MU5_5	0.54237	355	W6_9	0.21248
62	E1_9	0.81623	160	P2_1	0.68219	258	U8_6	0.54168	356	T7_2	0.21150
63	T13_10	0.81489	161	P4_7	0.67823	259	MU1_5	0.53989	357	P1_9	0.20909
64	M9_10	0.81076	162	U8_7	0.67380	260	MU5_4	0.53869	358	U6_8	0.20281
65	Pe1_5	0.80448	163	T8_3	0.67261	261	U17_9	0.53553	359	T4_8	0.19577
66	A8_5	0.80186	164	P3_2	0.67128	262	T9_3	0.53530	360	U2_2	0.18769
67	MU6_4	0.80061	165	U3_3	0.67049	263	MU4_4	0.53239	361	W5_6	0.17474
68	M3_10	0.79961	166	U13_3	0.67002	264	S5_3	0.52803	362	U3_2	0.16983
69	U6_5	0.79787	167	P1_7	0.66895	265	P5_1	0.52449	363	U18_8	0.16872
70	A9_5	0.79263	168	U14_7	0.66874	266	T1_3	0.52431	364	U3_8	0.16302
71	P2_6	0.78265	169	U7_7	0.66818	267	S1_9	0.52409	365	U9_8	0.16299
72	Pe1_6	0.78072	170	U4_7	0.66599	268	W4_9	0.51830	366	T10_8	0.12593
73	T5_6	0.77978	171	S6_10	0.66416	269	U15_7	0.51772	367	T3_8	0.11880
74	P4_6	0.77975	172	U9_5	0.66293	270	T11_9	0.51680	368	W3_8	0.11487
75	A5_5	0.77692	173	U11_9	0.66171	271	MU8_5	0.51654	369	U10_8	0.11429
76	T16_5	0.77149	174	E2_2	0.66069	272	W5_9	0.51646	370	T1_8	0.11177
77	T13_5	0.77037	175	T7_10	0.65947	273	U4_9	0.51642	371	U12_8	0.11086
78	P1_6	0.76706	176	P4_2	0.65929	274	S6_9	0.51604	372	T2_8	0.10586
79	P6_6	0.76458	177	S5_10	0.65910	275	U7_2	0.51440	373	T9_8	0.10583
80	T9_5	0.76441	178	A3_5	0.65831	276	MU7_5	0.51180	374	T6_8	0.09700
81	T7_7	0.76351	179	U16_7	0.65816	277	MU2_4	0.51052	375	U20_8	0.09444
82	Pe2_7	0.75918	180	U18_3	0.65653	278	W1_7	0.50407	376	P7_8	0.09444
83	U15_3	0.75890	181	U19_3	0.65651	279	U17_1	0.50282	377	U1_8	0.09377
84	T14_7	0.75743	182	U1_6	0.65579	280	MU2_5	0.50244	378	U3_8	0.09089
85	U2_4	0.75590	183	U7_6	0.65562	281	P6_1	0.50048	379	T12_8	0.09014
86	U1_5	0.75420	184	U17_5	0.65462	282	MU4_5	0.49992	380	T11_8	0.08855
87	U16_6	0.75412	185	T13_3	0.65419	283	S3_9	0.49852	381	T14_8	0.08754
88	U15_4	0.75364	186	U2_7	0.65338	284	E3_3	0.49815	382	T5_8	0.08248
89	U12_6	0.75336	187	T16_3	0.65256	285	T6_6	0.48760	383	T15_8	0.07126
90	E2_9	0.75264	188	U4_3	0.64845	286	U17_2	0.47721	384	U4_8	0.06961
91	P7_6	0.74777	189	U14_6	0.64654	287	T5_2	0.47559	385	U11_8	0.06133
92	P3_6	0.74621	190	E1_3	0.64543	288	S3_4	0.46922	386	T17_2	0.05473
93	Pe1_7	0.74431	191	U1_7	0.64490	289	Pe3_7	0.46782	387	T7_8	0.04429
94	U11_3	0.74406	192	S3_10	0.64377	290	W2_9	0.46640	388	T8_8	0.03898
95	U11_10	0.74379	193	P6_2	0.64276	291	E3_7	0.46573	389	T16_8	0.02980
96	T9_6	0.74198	194	U10_7	0.64131	292	P3_9	0.46468	390	W1_2	0.02734
97	U11_6	0.74068	195	U18_7	0.64054	293	P7_2	0.46408	391	P2_8	0.00622
98	U10_5	0.73875	196	U9_7	0.64003	294	W2_2	0.46335

Descriptive statistics of a development measure in particular education groups

Measures	Group 1	Group 2	Group 3	Group 4	Group 5	Group 6	Group 7	Group 8	Group 9	Group 10
Mean	0.5806	0.4585	0.6205	0.7371	0.7180	0.6767	0.6085	0.1398	0.5174	0.8034
Standard deviation	0.1110	0.1978	0.1157	0.2282	0.1061	0.1145	0.1201	0.0874	0.2022	0.1352
Variability coefficient	19.12%	43.15%	18.65%	30.96%	14.77%	16.92%	19.74%	62.54%	39.08%	16.84%
Median	0.5945	0.4302	0.6382	0.8318	0.7265	0.7186	0.6400	0.1109	0.5166	0.8347
Q1	0.5082	0.3415	0.5940	0.5459	0.6702	0.6348	0.5808	0.0885	0.3677	0.7438
Q3	0.6710	0.6138	0.6887	0.9300	0.7966	0.7430	0.6760	0.1958	0.6015	0.8831
Skewness	−0.6588	0.1420	−1.3933	−0.8745	−0.5759	−2.5503	−1.6686	0.9932	0.5436	−2.0373
Kurtosis	−0.0921	0.0599	3.2724	−0.5254	−0.2700	8.7803	3.3708	0.3715	0.2357	5.0072
Max	0.7038	0.9453	0.8775	0.9668	0.9072	0.7826	0.7635	0.3741	1.0000	0.9462
Min	0.3621	0.0273	0.2323	0.2172	0.4999	0.1747	0.2176	0.0062	0.2091	0.3031

Descriptive statistics of diagnostic variables

	X1	X2	X3	X4
Mean	0.5972	0.6234	0.4151	0.4537
Standard deviation	0.2223	0.2453	0.3172	0.3470
Variability coefficient	37%	39%	76%	76%

Involvement of women in higher education in the academic year 2016–2017 according to the type of a university

Type of a university	Intramural studies (%)	Extra-mural studies (%)
Universities	65.20	51.42
Universities of technology	48.00	29.72
Universities of environmental and life sciences	62.26	36.91
Universities of economics	61.55	50.63
University schools of physical education	56.27	42.08
Medical universities	84.62	84.51
University schools of music	57.48	63.18
Academy of art and design	81.34	71.67
School of education	79.32	73.61
Military universities	39.17	31.95

A list of public universities in academic year 2016–2017 used in the analysis

Symbol	Universities
U1	UNIVERSITY OF WROCŁAW
U2	KAZIMIERZ WIELKI UNIVERSITY IN BYDGOSZCZ
U3	NICOLAUS COPERNICUS UNIVERSITY OF TORUŃ
U4	MARIA CURIE-SKŁODOWSKA UNIVERSITY IN LUBLIN
U5	THE JOHN PAUL II CATHOLIC UNIVERSITY OF LUBLIN
U6	UNIVERSITY OF ZIELONA GÓRA
U7	UNIVERSITY OF ŁÓDŹ
U8	JAGIELLONIAN UNIVERSITY IN KRAKÓW
U9	UNIVERSITY OF WARSAW
U10	CARDINAL WYSZYŃSKI UNIVERSITY IN WARSAW
U11	UNIVERSITY OF OPOLE
U12	UNIVERSITY OF RZESZÓW
U13	UNIVERSITY OF BIAŁYSTOK
U14	UNIVERSITY OF GDAŃSK
U15	UNIWERSYTET ŚLĄSKI W KATOWICACH
U16	THE JAN DŁUGOSZ UNIVERSITY IN CZĘSTOCHOWA
U17	THE JAN KOCHANOWSKI UNIVERSITY IN KIELCE
U18	UNIVERSITY OF WARMIA I MAZURY IN OLSZTYN
U19	ADAM MICKIEWICZ UNIVERSITY IN POZNAŃ
U20	UNIVERSITY OF SZCZECIN
U21	WEST POMERANIAN UNIVERSITY OF TECHNOLOGY IN SZCZECIN
T1	WROCŁAW UNIVERSITY OF TECHNOLOGY
T2	LUBLIN UNIVERSITY OF TECHNOLOGY
T3	LODZ UNIVERSITY OF TECHNOLOGY
T4	AGH UNIVERSITY OF SCIENCE AND TECHNOLOGY
T5	TADEUSZ KOŚCIUSZKO CRACOW UNIVERSITY OF TECHNOLOGY
T6	WARSAW UNIVERSITY OF TECHNOLOGY
T7	OPOLE UNIVERSITY OF TECHNOLOGY
T8	RZESZÓW UNIVERSITY OF TECHNOLOGY
T9	BIAŁYSTOK UNIVERSITY OF TECHNOLOGY
T10	GDAŃSK UNIVERSITY OF TECHNOLOGY
T11	CZĘSTOCHOWA UNIVERSITY OF TECHNOLOGY
T12	SILESIAN UNIVERSITY OF TECHNOLOGY
T13	UNIVERSITY OF BIELSKO-BIALA
T14	KIELCE UNIVERSITY OF TECHNOLOGY
T15	POZNAŃ UNIVERSITY OF TECHNOLOGY
T16	KOSZALIN UNIVERSITY OF TECHNOLOGY
T17	MARITIME UNIVERSITY OF SZCZECIN
P1	WROCŁAW UNIVERSITY OF ENVIRONMENTAL AND LIFE SCIENCES
P2	UTP UNIVERSITY OF SCIENCE AND TECHNOLOGY IN BYDOSZCZ
P3	UNIVERSITY OF LIFE SCIENCES IN LUBLIN
P4	UNIVERSITY OF AGRICULTURE IN KRAKOW
P5	WARSAW UNIVERSITY OF LIFE SCIENCES
P6	POZNAŃ UNIVERSITY OF LIFE SCIENCES
P7	SZCZECIN UNIVERSITY OF LIFE SCIENCES
E1	WROCŁAW UNIVERSITY OF ECONOMICS
E2	CRACOW UNIVERSITY ECONOMICS
E3	WARSAW SCHOOL OF ECONOMICS
E4	STATE HIGHER SCHOOL OF TECHNOLOGY AND ECONOMICS IN JAROSŁAW
E5	UNIVERSITY OF ECONOMICS IN KATOWICE
E6	POZNAŃ UNIVERSITY OF ECONOMICS
S1	UNIVERSITY OF PHYSICAL EDUCATION IN WROCŁAW
S2	UNIVERSITY OF PHYSICAL EDUCATION IN KRAKOW
S3	JÓZEF PIŁSUDSKI UNIVERSITY OF PHYSICAL EDUCATION IN WARSAW
S4	GDANSK UNIVERSITY OF PHYSICAL EDUCATION AND SPORT
S5	THE JERZY KUKUCZKA UNIVERSITY OF PHYSICAL EDUCATION IN KATOWICE
S6	THE EUGENIUSZ PIASECKI UNIVERSITY OF PHYSICAL EDUCATION IN POZNAN
M1	WROCŁAW MEDICAL UNIVERSITY
M2	MEDICAL UNIVERSITY OF LUBLIN
M3	MEDICAL UNIVERSITY OF ŁÓDŹ
M4	MEDICAL UNIVERSITY OF WARSAW
M5	OPOLE MEDICAL SCHOOL
M6	MEDICAL UNIVERSITY OF BIAŁYSTOK
M7	MEDICAL UNIVERSITY OF GDAŃSK
M8	POZNAŃ UNIVERSITY OF MEDICAL SCIENCES
M9	POMERENIAN MEDICAL UNIVERSITY IN SZCZECIN
MU1	THE KAROL LIPIŃSKI ACADEMY OF MUSIC IN WROCŁAW
MU2	THE FELIKS NOWOWIEJSKI ACADEMY OF MUSIC IN BYDGOSZCZ
MU3	ACADEMY OF MUSIC IN ŁÓDŹ
MU4	ACADEMY OF MUSIC IN KRAKÓW
MU5	THE FRYDERYK CHOPIN UNIVERSITY OF MUSIC G GDAŃSKG
MU6	ACADEMY OF MUSIC IN GDAŃSK
MU7	THE KAROL SZYMANOWSKI ACADEMY OF MUSIC IN KATOWICE
MU8	ACADEMY OF MUSIC IN POZNAŃ
A1	EUGENIUSZ GEPPERT ACADEMY OF ART AND DESIGN IN WROCLAW
A2	THE STRZEMIŃSKI ACADEMY OF ART
A3	ŁÓDŹ FILM SCHOOL
A4	THE ACADEMY OF FINE ARTS IN KRAKOW
A5	THE ACADEMY OF FINE ARTS IN WARSAW
A6	THE ALEKSANDER ZELWEROWICZ NATIONAL ACADEMY OF DRAMATIC ART IN WARSAW
A7	THE ACADEMY OF FINE ARTS IN GDAŃSK
A8	THE KATOWICE ACADEMY OF FINE ARTS
A9	UNIVERSITY OF THE ARTS IN POZNAN
PE1	PEDAGOGICAL UNIVERSITY OF CRACOW
PE2	THE ACADEMY OF PEDAGOGY IN WARSAW
PE3	POMERANIAN UNIVERSITY IN SŁUPSK
W1	POLISH NAVAL ACADEMY OF THE HEROS OF WESTERPLATTE IN GDYNIA
W2	WAR STUDIES UNIVERSITY IN WARSAW
W3	MILITARY ACADEMY OF TECHNOLOGY IN WARSAW
W4	POLISH AIR FORCE ACADEMY
W5	MILITARY UNIVERSITY OF LAND FORCES IN WROCŁAW
W6	THE STATE FIRE SERVICE COLLEGE IN WARSAW
W7	POLICE ACADEMY IN SZCZYTNO

Descriptive statistics of development measure

Descriptive statistics	Values
Mean	0.5891
Standard deviation	0.2325
Variability coefficient	39.47%
Median	0.6400
Q1	0.4637
Q3	0.7386
Skewness	−0.6556
Kurtosis	−0.2714
Max	1.0000
Min	0.0062

Pattern and anti-pattern of diagnostic variables

	X1	X2	X3	X4
Pattern	1.8120	1.5350	1.8438	1.5746
Anti-pattern	−2.3895	−2.5412	−1.3085	−1.3077

Groups of teaching faculties

Group	Name
1	AGRICULTURE
2	TECHNOLOGY, INDUSTRY, BUILDING
3	BUSINESS, ADMINISTRATION AND LAW
4	EDUCATION
5	UMANISTIC SCIENCES AND ART
6	NATURAL SCIENCES, MATHEMATICS AND STATISTICS
7	SOCIAL SCIENCES, JOURNALISM AND INFORMATION
8	TELEINFORMATION TECHNOLOGIES
9	SERVICES
10	HEALTH AND SOCIAL CARE

eISSN:: 2084-1264
Language:: English

Publication timeframe:: 2 times per year
Journal Subjects:: Law, Public Law, other

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An Analysis of Field Preferences of an Educational System

Published Online: Jun 11, 2020

Page range: 26 - 45

DOI: https://doi.org/10.2478/wrlae-2019-0002

Keywords
higher education, synthetic measure of development, methods of multidimensional analysis

© 2019 Anna Ćwiąkała-Małys et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Figure 1

Figure 2

Figure 3

Ranking of universities in Poland in terms of women's involvement according to types of universities and education groups in the academic year 2016–2017

Descriptive statistics of a development measure in particular education groups

Descriptive statistics of diagnostic variables

Involvement of women in higher education in the academic year 2016–2017 according to the type of a university

A list of public universities in academic year 2016–2017 used in the analysis

Descriptive statistics of development measure

Pattern and anti-pattern of diagnostic variables

Groups of teaching faculties

An Analysis of Field Preferences of an Educational System

Published Online: Jun 11, 2020

Page range: 26 - 45

DOI: https://doi.org/10.2478/wrlae-2019-0002

Keywordshigher education, synthetic measure of development, methods of multidimensional analysis

© 2019 Anna Ćwiąkała-Małys et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

Figure 1

Figure 2

Figure 3

Ranking of universities in Poland in terms of women's involvement according to types of universities and education groups in the academic year 2016–2017

Descriptive statistics of a development measure in particular education groups

Descriptive statistics of diagnostic variables

Involvement of women in higher education in the academic year 2016–2017 according to the type of a university

A list of public universities in academic year 2016–2017 used in the analysis

Descriptive statistics of development measure

Pattern and anti-pattern of diagnostic variables

Groups of teaching faculties

Keywords
higher education, synthetic measure of development, methods of multidimensional analysis