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3 rd International NPIA-Cambridge Conference on Evidence-Based Policing July 2010. Repeat Victims of ASB: 358,682 Calls. Barak Ariel, PhD Jerry Lee Centre of Experimental Criminology Institute of Criminology, UK. Sherman, 1998. Diagnosing In-House Data. - PowerPoint PPT Presentation
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Repeat Victims of ASB: 358,682 Calls
Barak Ariel, PhDBarak Ariel, PhD
Jerry Lee Centre of Experimental CriminologyInstitute of Criminology, UK
3rd International NPIA-Cambridge Conference on Evidence-Based Policing
July 2010
Initial Questions For Analysing Outcomes How many ASB repeat callers? How many ASB calls? How much ASB concentration by caller?
Questions Not Reached Yet How many callers = victims of 3rd parties? How many are individuals vs. corporate? Does frequency predict serious harm?
2-year Period 01/01/2008 – 31/12/2009
Calls vs. Callers: like crimes and victims
Calls with Known Callers = 306,632 (85%)
Calls with Unknown Callers = 52,050 (15%)
Unique Callers = 196,278 (100%)
ASB CALLS DO NOT VARY MUCH BY
ASB CALLS DO VARY BY
Year
Month
Day of Week
Home Office Classifications
Time of Day
Type of Caller
Caller Frequency
Caller Repetition Over a Long Time
2008
Total calls = 153,243
Total callers = 105,842
Percent Not calling in 2009 = 83%(drop-outs)
2009
Total calls = 153,389
Total callers = 107,701
Percent who called in 2008 = 16%(persisting)
* motorway, bomb call, non-incident, highway agency
Very Different Picture:
External
Household
Mental Stability, Substance Abuse
Different Strategies for Different Callers?Different Strategies for Different Callers?
Key Question: Concentration
How Much ASB reporting comes from a small fraction of all callers to police about ASB?
21% of Callers 50% of Calls
(over 2-year period)
CUMULATIVE Percentages of Callers and Calls(1/1/08 - 31/12/09)
How many calls/ callersCumulative
Percent of Callers Cumulative
Percent of CallsOnce or more 100% 100%Twice or more 21.173% 49.542%3 times or more 9.170% 34.176%4 times or more 5.286% 26.718%5 times or more 3.559% 22.295%6 times or more 2.551% 19.068%7 times or more 1.944% 16.738%8 times or more 1.544% 14.944%9 times or more 1.244% 13.410%10 times or more 1.024% 12.142%11 times or more 0.856% 11.069%
Cumulative NUMBERS of Callers and Calls (1/1/08 - 31/12/09)
How many calls/ callersCumulative
Numbers of Callers Cumulative
Numbers of CallsOnce or more 196,278 306,632Twice or more 41,558 151,9123 times or more 17,999 104,7944 times or more 10,376 81,9255 times or more 6,986 68,3656 times or more 5,007 58,4707 times or more 3,816 51,3248 times or more 3,030 45,8229 times or more 2,442 41,11810 times or more 2,010 37,23011 times or more 1,681 33,940
Conditional on How Many Calls In Past
What are the odds of another ASB call in the future?
The more prior calls, the greater the odds of a future call
Right-Hand “Censoring”? (2 years only)
Left-Hand “Censoring”? (From 1st call)
Unequal exposure times from first call to end of 2-year period
Unequal time period for prior call count
1/1/08 31/12/08 31/12/09
“Given 1 prior ASB call in 2008, what is the chance for one or more calls in 2009”
“Given 2 prior ASB calls in 2008, what is the chance for one or more calls in 2009
“Given 3 prior ASB calls in 2008, what is the chance for one or more calls in 2009
And so on...
Raw Distributions: 2008 Predicting 2009
Frequency of Calls 2008
Callers with one or more call in 2009
among 2008 callersTotal Calls in 2009 from 2008 callers
Called Exactly Once 56.02% (9,671) 35.72% (15,357)Called Exactly Twice 18.49% (3,193) 15.98% (6,870)Called Exactly 3 times 8.38% (1,447) 9.21% (3,959)Called Exactly 4 times 4.88% (843) 6.07% (2,611)Called Exactly 5 times 3.15% (544) 4.98% (2,143)Called Exactly 6 times 2.25% (389) 4.12% (1,772)Called Exactly 7 times 1.44% (248) 2.94% (1,266)Called Exactly 8 times 1.18% (204) 2.61% (1,123)Called Exactly 9 times 0.71%(123) 1.70% (733)Called Exactly 10 times 0.56% (97) 1.32% (569)Called 11 Times or More 2.93% (506) 15.33% (6,592)
TOTAL100% (17,265)
(16.03%)100% (42,995)
(28.03%)
Conditional Probability: 2008 Predicting 2009
Priors in 2008
Cumulative % of Callers with one or more calls in 2009 among 2008 callers
Cumulative % Calls in 2009
from 2008 callersCalled once or more 16.03% 28.03%Called twice or more 7.05% 18.02%Called 3 times or more 4.09% 13.54%Called 4 times or more 2.74% 10.96%Called 5 times or more 1.96% 9.26%Called 6 times or more 1.45% 7.86%Called 7 times or more 1.09% 6.70%Called 8 times or more 0.86% 5.88%Called 9 times or more 0.67% 5.15%Called 10 times or more 0.56% 4.67%Called 11 times or more 0.47% 4.30%
Enough cases for
Statistical Power (Discerning Police Effect)
Not too Many Cases for
Integrity of Treatment (Consistent Tactics)
Top Callers: An Experimental
Sample?
nnumber of calls
in 2008number of
calls in 2009
average number of
calls in 2009
200 5,867 (3.8%) 3,811 (2.5%) 19.15
400 8,755 (5.7%) 5,259 (3.4%) 13.18
1,000 14,693 (9.6%) 8,322 (5.4%) 8.33
22,000 69,401 (62.9%) 28,108 (18.3%) 1.28
concentrate effort on high-frequency callers (Focus on Victims)
What about places? Neighbourhoods?
Concentrate on individuals--greatest risk?
Emphasis on prevention and reassurance?
How Can It Be Done?
Policing Anti-Social Behaviour
Repeat Victims of ASB: 358,682 Calls
THANK YOU
Barak Ariel, PhDBarak Ariel, PhD
Jerry Lee Centre of Experimental CriminologyInstitute of Criminology, UK
3rd International NPIA-Cambridge Conference on Evidence-Based Policing
July 2010