政府統計處 census and statistics department common fallacies in the use and presentation of...
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政府統計處Census and Statistics Department
Common Fallacies in the Use and Presentation of S
tatistics
政府統計處Census and Statistics Department
(I) Reference Periods in Statistics not Clearly Stated
A stand-alone statement like “the number of students has grown by 30%” is not meaningful.
It is necessary to specify that the growth has taken place over a certain interval of time, say one month, one year, three years, etc.
政府統計處Census and Statistics Department
(II) Imprecise Description of Statistics
Statements like the following which sometimes appear in newspapers and magazines are not meaningful:
“CPI (Consumer Price Index) in July was 1.5%.”“GDP (Gross Domestic Product) last quarter declin
ed by 0.5%.”
政府統計處Census and Statistics Department
(II) Imprecise Description of Statistics (Cont’d)
These statements should be written in a more precise manner:
“The year-on-year rate of increase of the CPI in July was 1.5%.” or “CPI in July this year was 1.5% higher than that in July last year.”
“The year-on-year growth rate of GDP in the last quarter was 3.5%, which was lower by half a percentage point when compared with the 4.0% year-on-year growth rate in the quarter earlier.”
政府統計處Census and Statistics Department
(II) Imprecise Description of Statistics (Cont’d)
As a ratio to GDP (Gross Domestic Product)The following statement is incorrect : “Expen
diture on education services comprised 4% of the GDP in 2002/03.”
While we can express the education expenditure as a proportion (or a percentage) to total public expenditure; we should not relate it as a proportion to GDP, as education expenses are not “part” of GDP.
政府統計處Census and Statistics Department
(II) Imprecise Description of Statistics (Cont’d)
The correct statement should read as “Education expenses, expressed as a ratio to GDP, was 4% in 2002/03.”
Points to Note• It should be noted that proportion is a special ca
se of ratio which relates a “part” to the “whole”.• The correct description of the relationship betwe
en expenditure on any type of social services and GDP / GNP should be expressed by means of “ratio”.
政府統計處Census and Statistics Department
(III) Illusion in Interpreting Absolute Figures
By simply comparing the numbers of hospital beds as shown in the table (1), one may think that the provision of hospital beds is most inadequate in Hong Kong among the three selected areas.
Country/Territory No. of hospital beds (2001)
Hong Kong 35 000Republic of Korea 211 000Philippines 79 000
Country/Territory No. of hospital beds (2001)
Hong Kong 35 000Republic of Korea 211 000Philippines 79 000
Table (1)
政府統計處Census and Statistics Department
(III) Illusion in Interpreting Absolute Figures (Cont’d)
To compare the degree of availability of hospital beds in different areas, we should use the “rate” (i.e. the number of beds per 1000 population) rather than the number.
Country/Territory No. of hospital beds per 1 000 population
(2001)
Hong Kong 5.2Republic of Korea 4.5Philippines 1.0
Country/Territory No. of hospital beds per 1 000 population
(2001)
Hong Kong 5.2Republic of Korea 4.5Philippines 1.0
Table (2)
政府統計處Census and Statistics Department
(III) Illusion in Interpreting Absolute Figures (Cont’d)
It can be seen that from Table (2) though the number of hospital beds is the lowest in Hong Kong, the number of hospital beds per 1 000 population is the highest.
Hence, it is inappropriate to say that hospital beds are less adequately provided in Hong Kong by simply looking at the number of beds.
政府統計處Census and Statistics Department
(IV) Interpretation of Small-based Figures
Top Ten Government Departments that Cannot Fulfill the Requests of Information Enquirers
Rank Department Percentage of cases that no information or
only partial information was provided
(1) Constitutional Affairs Bureau 100% (2) Legal Aid Department 54.5% (3) Land Registry 52.4% (4) Courts and Tribunals of Judiciary 45.5% (5) Rating and Valuation Department 42.9% (6) Inland Revenue Department 33.3% (7) Security Bureau 28% (8) Chief Secretary for Administration’s Office and
Financial Secretary’s Office 20%
(9) Buildings Department 17.2% (10) Information Technology Broadcasting Bureau 16.7% (11) Department of Justice 16.7% (12) Financial Services Bureau 16.7%
政府統計處Census and Statistics Department
(IV) Interpretation of Small-based Figures
Top Ten Government Departments that Cannot Fulfill the Requests of Information Enquirers
Rank Department No. of cases Percentage of cases that no information or
only partial information was provided
(1) Constitutional Affairs Bureau 1 100% (2) Legal Aid Department 11 54.5% (3) Land Registry 21 52.4% (4) Courts and Tribunals of Judiciary 22 45.5% (5) Rating and Valuation Department 14 42.9% (6) Inland Revenue Department 18 33.3% (7) Security Bureau 25 28% (8) Chief Secretary for Administration’s Office and
Financial Secretary’s Office 5 20%
(9) Buildings Department 29 17.2% (10) Information Technology Broadcasting Bureau 48 16.7% (11) Department of Justice 18 16.7% (12) Financial Services Bureau 6 16.7%
政府統計處Census and Statistics Department
(V) Improper Averaging of Percentages and Ratios
Sex Ratio for Hong Kong should be 959, but not 949.
Area Male Female Sex ratio
(No. of males per 1000 females)
Hong Kong Island 631 854 703 615 898
Kowloon 998 754 1 025 225 974
New Territories 1 650 658 1 692 388 975
Total 3 281 266 3 421 228 959
Average = 949
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes
Increased by x timesJohn's monthly salary is $3,000. When we s
ay that his monthly salary is going to be increased by 2 times (or 200%), his new salary would be:
$(3,000 + 3,000 x 2) = $9,000Some people may think that the answer is $3,
000 x 2 = $6,000, which is incorrect.
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes (Cont’d)
Dropped by x timesSales volume dropped from $100,000 in 1995
to $50,000 in 1996Wrong description: “Sales volume dropped by tw
o times.”• Sales cannot drop two times (200%). By droppin
g one time (100%), it already becomes zero!
Correct description: “Sales volume dropped by half or 50%.”
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes (Cont’d)
Increased by x percentage pointsSuppose the passing rates for the mid-term a
nd final examinations for a class of students were 91% and 93% respectively.
Is it correct to say that “the passing rate has increased by 2%” ?
No! The correct change should be recorded as “the passing rate has increased by 2 percentage points” .
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes (Cont’d)
Increased by x%If the total market turn over has increased fr
om $200 to $220 billion. Should we say that “the total turnover has increased by 10 percentage points” ?
No ! The proper way is to say there has been an increase of 10%.
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes (Cont’d)
Increased by x index-pointsConsider the statement “The wage index in 1996 inc
reased by 5 index-points as compared with that in the previous year.” Does it imply that the wage level has increased by 5%?
If the wage index increases from 100 to 105, it would happen to be a 5 percent rise ( ).
However, a rise of 5 index-points from 200 to 205 is equivalent to 2.5 percent increase
( ) only.
%5%100100
100105
%5.2%100200
200205
政府統計處Census and Statistics Department
(VI) Mis-interpretation of Changes (Cont’d)
Point to note :There are various ways of presenting change
s. When interpreting and analyzing them, one should apply the appropriate method, lest wrong conclusions would be drawn.
政府統計處Census and Statistics Department
(VII) Mis-representation of Data in Chart
Illusions caused by Improper vertical scale
This is bound to exaggerate the true relationship and convey a distorted impression! For example, in the charts above, the figure in 2002 appears to be several times that in 1999 which is not true.
1,000
1,100
1,200
1999 2000 2001 2002
$
1,000
1,100
1,200
1999 2000 2001 2002
$
政府統計處Census and Statistics Department
(VII) Mis-representation of Data in Chart (Cont’d)
The proper way (broken-scale)
This method of presentation enables the data variations among the years to be presented clearly yet still reminds user to watch out for the possible distorted impression which may be conveyed.
0
1,000
1,100
1,200
1999 2000 2001 2002
Year
$
0
900
1,000
1,100
1,200
1999 2000 2001 2002
Year
$
政府統計處Census and Statistics Department
(VII) Mis-representation of Data in Chart (Cont’d)
Illusions caused by expanding/ contracting the grid
Original Scale Arrangement
Contracting Vertical Scale
Expanding Vertical Scale
政府統計處Census and Statistics Department
(VII) Mis-representation of Data in Chart (Cont’d)
Illusions caused by expanding/ contracting the grid (Cont’d)
Original Scale Arrangement
Expanding Horizontal Scale
ContractingHorizontal Scale
政府統計處Census and Statistics Department
(VII) Mis-representation of Data in Chart (Cont’d)
Illusions causedby skipping grid
0
20
40
60
80
100
120
140
1961 1980 1995 1996 1997 1998 1999 2000 2001
Year
HK$ (million)
0
20
40
60
80
100
120
140
1960 1965 1970 1975 1980 1985 1990 1995 2000
Year
HK$ (million)
140
120
20
40
60
80
100
0
1961