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Abstract

Purpose:

To examine a component of crime pattern theory by exploring whether the spatial predictors of crime vary across seasons.

Methods:

The relationships among potentially criminogenic places and illicit markets and seasonal census block robbery counts in Philadelphia, PA, were explored using simultaneously estimated negative binomial regression models. The equality of predictors’ effects on street robbery across seasons was subsequently tested using Wald’s tests.

Results:

While many facilities and illicit markets were positively associated with street robbery, there were few seasonal differences in their effects. Only the effect of high schools during the fall was greater than during the winter and summer as hypothesized.

Conclusions:

The results suggest areas with facilities and illicit markets that are used consistently across the year experience the highest street robbery levels regardless of the season.

Keywords

crime pattern theory routine activities theory facilities seasonality

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References

Anderson

C. A.

DeNeve

K. M.

. 1992. “Temperature, Aggression, and the Negative Affect Escape Model.” Psychological Bulletin 111:347–51.

Andresen

M. A.

2006. “Crime Measures and the Spatial Analysis of Criminal Activity.” British Journal of Criminology 46:258–85.

Andresen

M. A.

2010. “Diurnal Movements and the Ambient Population: An Application to Municipal-level Crime Rate Calculations.” Canadian Journal of Criminology and Criminal Justice 52:97–109.

Andresen

M. A.

2011. “The Ambient Population and Crime Analysis.” The Professional Geographer 63:193–212.

Andresen

M. A.

Jenion

G. W.

. 2010. “Ambient Populations and the Calculation of Crime Rates and Risk.” Security Journal 23:114–33.

Andresen

M. A.

Malleson

. 2013. “Crime Seasonality and Its Variations across Space.” Applied Geography 43:25–35.

Anselin

1995. “Local Indicators of Spatial Association—LISA.” Geographical Analysis 27:93–115.

Askey

A. P.

Taylor

R. B.

Groff

Fingerhut

. 2017. “Fast Food Restaurants and Convenience Stores: Using Sales Volume to Explain Crime Patterns in Seattle.” Crime & Delinquency. doi: 10.1177/0011128717714792.

Baron

R. A.

Bell

P. A.

. 1976. “Aggression and Heat: The Influence of Ambient Temperature, Negative Affect, and a Cooling Drink on Physical Aggression.” Journal of Personality and Social Psychology 33:245–55.

10.

Baumer

Wright

. 1996. “Crime Seasonality and Serious Scholarship: A Comment on Farrell and Pease.” British Journal of Criminology 36:579–81.

11.

Bell

P. A.

1992. “In Defense of the Negative Affect Escape Model of Heat and Aggression.” Psychological Bulletin 111:342–46.

12.

Bernasco

Block

. 2011. “Robberies in Chicago: A Block-level Analysis of the Influence of Crime Generators, Crime Attractors, and Offender Anchor Points.” Journal of Research in Crime and Delinquency 48:33–57.

13.

Bernasco

Elffers

. 2010. “Statistical Analysis of Spatial Crime Data.” Pp. 699–724 in Handbook of Quantitative Criminology, edited by Piquero

A. R.

Weisburd

. New York: Springer.

14.

Bernasco

Ruiter

Block

. 2017. “Do Street Robbery Location Choices Vary over Time of Day or Day of Week? A Test in Chicago.” Journal of Research in Crime and Delinquency 54:244–75.

15.

Block

R. L.

Block

C. B.

. 2000. “The Bronx and Chicago: Street Robbery in the Environs of Rapid Transit Stations.” Pp. 121–35 in Analyzing Crime Patterns: Frontiers of Practice, edited by Goldsmith

McGuire

Mellkopf

Ross

. Thousand Oaks, CA: Sage.

16.

Block

R. L.

Davis

. 1996. “The Environs of Rapid Transit Stations: A Focus for Street Crime or Just another Risky Place?” Pp. 145–84 in Crime and Place, edited by

Clarke

R. V.

Monsey, NY: Criminal Justice Press.

17.

Braga

A. A.

Hureau

D. M.

Papachristos

A. V.

. 2011. “The Relevance of Micro Places to Citywide Robbery Trends: A Longitudinal Analysis of Robbery Incidents at Street Corners and Block Faces in Boston.” Journal of Research in Crime and Delinquency 48:7–32.

18.

Braga

A. A.

Papachristos

A. V.

Hureau

D. M.

. 2010. “The Concentration and Stability of Gun Violence at Micro Places in Boston, 1980-2008.” Journal of Quantitative Criminology 26:33–53.

19.

Braga

A. A.

Papachristos

A. V.

Hureau

D. M.

. 2014. “The Effects of Hot Spots Policing on Crime: An Updated Systematic Review and Meta-analysis.” Justice Quarterly 31:633–63.

20.

Brantingham

P. L.

Brantingham

P. J.

. 1981. “Mobility, Notoriety, and Crime—A Study in the Crime Patterns of Urban Nodal Points.” Journal of Environmental Systems 11:89–99.

21.

Brantingham

P. J.

Brantingham

P. L.

. 1993. “Environment, Routine, and Situation: Toward a Pattern Theory of Crime.” Pp. 27–54 in Routine Activity and Rational Choice, edited by Clarke

R. V.

Felson

. New Brunswick, NJ: Transaction.

22.

Brantingham

P. L.

Brantingham

P. J.

. 1999. “A Theoretical Model of Crime Hot Spot Generation.” Studies on Crime & Crime Prevention 8:7–26.

23.

Breetzke

G. D.

Cohn

E. G.

. 2012. “Seasonal Assault and Neighborhood Deprivation in South Africa: Some Preliminary Findings.” Environment and Behavior 44:641–67.

24.

Brunsdon

Corcoran

Higgs

Ware

. 2009. “The Influence of Weather on Local Geographical Patterns of Police Calls for Service.” Environment and Planning B: Planning and Design 36:906–26.

25.

Bursik

R. J.

Jr Grasmick

H. G.

. 1999. Neighborhoods & Crime: The Dimension of Effective Community Control. Lanham, MD: Lexington Books.

26.

Cameron

A. C.

Trivedi

P. K.

. 2013. Regression Analysis of Count Data. 2nd ed. New York: Cambridge University Press.

27.

Ceccato

2005. “Homicide in Sao Paulo, Brazil: Assessing Spatial-temporal and Weather Variations.” Journal of Environmental Psychology 25:307–21.

28.

Chainey

Ratcliffe

J. H.

. 2005. GIS and Crime Mapping. London, UK: Wiley.

29.

Clarke

Ronald V.

Cornish

D. B.

. 1985. “Modeling Offender’s Decisions: A Framework for Research and Policy.” Crime and Justice 6:147–85.

30.

Clarke

R. V.

Eck

J. E.

. 2005. Crime Analysis for Problem Solvers. Washington, DC: Center for Problem Oriented Policing.

31.

Cohen

Felson

. 1979. “Social Change and Crime Rate Trends: A Routine Activity Approach.” American Sociological Review 44:588–608.

32.

Cohn

E. G.

1990. “Weather and Crime.” British Journal of Criminology 30:51–64.

33.

Cohn

E. G.

Rotton

. 1997. “Assault as a Function of Time and Temperature: A Moderator-variable Time-series Analysis.” Journal of Personality and Social Psychology 72:1322–44.

34.

Cohn

E. G.

Rotton

. 2000. “Weather, Seasonal Trends and Property Crimes in Minneapolis, 1987–1988. A Moderator-variable Time-series Analysis of Routine Activities.” Journal of Environmental Psychology 20:257–72.

35.

Cornish

Derek B.

Clarke

R. V.

. 1986. “Introduction.” Pp. 1–16 in The Reasoning Criminal: Rational Choice Perspectives on Offending, edited by Cornish

D. B.

Clarke

R. V.

. New York: Springer-Verlag.

36.

Cullen

F. T.

2011. “Beyond Adolescent-limited Criminology: Choosing Our Future—The American Society of Criminology 2013 Sutherland Address.” Criminology 49:287–330.

37.

Falk

G. J.

1952. “The Influence of the Seasons on the Crime Rate.” The Journal of Criminal Law, Criminology, and Police Science 43:199–213.

38.

Farrell

Graham

Tseloni

Andromachi

Mailley

Jen

Tilley

Nick

. 2011. “The Crime Drop and the Security Hypothesis.” Journal of Research in Crime and Delinquency 48:147–75.

39.

Felson

Eckert

. 2016. Crime and Everyday Life. 5th ed. Thousand Oaks, CA: Sage.

40.

Field

1992. “The Effect of Temperature on Crime.” British Journal of Criminology 32:340–51.

41.

Gelman

Stern

. 2006. “The Difference between ‘Significant’ and ‘Not Significant’ is not Itself Statistically Significant.” The American Statistician 60:328–31.

42.

Gibbs

J. P.

Martin

W. T.

. 1962. “Urbanization, Technology, and the Division of Labor: International Patterns.” American Sociological Review 27:667–77.

43.

Goodell

2012. Official Playing Rules and Casebook of the National Football League. New York: National Football League.

44.

Greater Philadelphia Tourism Marketing Corporation. 2015. “Domestic Visits to Greater Philadelphia by Market Segment.” Retrieved February 5, 2017 (http://files.visitphilly.com/Visitor%20Volume%201997-2015.pdf).

45.

Groff

E. R.

2011. “Exploring ‘Near’: Characterizing the Spatial Extent of Drinking Place Influence on Crime.” Australian & New Zealand Journal of Criminology 44:156–79.

46.

Groff

E. R.

Lockwood

. 2014. “Criminogenic Facilities and Crime across Street Segments in Philadelphia: Uncovering Evidence about the Spatial Extent of Facility Influence.” Journal of Research in Crime and Delinquency 51:277–314.

47.

Groff

E. R.

McCord

E. S.

. 2011. “The Role of Neighborhood Parks as Crime Generators.” Security Journal 25:1–24.

48.

Haberman

C. P.

2017. “Overlapping Hot Spots? Examination of the Spatial Heterogeneity of Hot Spots of Different Crime Type.” Criminology & Public Policy 16:633–60.

49.

Haberman

C. P.

Groff

E. R.

Taylor

R. B.

. 2013. “The Variable Impacts of Public Housing Community Proximity on Nearby Street Robberies.” Journal of Research in Crime and Delinquency 50:163–88.

50.

Haberman

C. P.

Ratcliffe

J. H.

. 2015. “Testing for Temporally Differentiated Relationships among Potentially Criminogenic Places and Census Block Street Robbery Counts.” Criminology 53:457–83.

51.

Haberman

C. P.

Sorg

E. T.

Ratcliffe

J. H.

. 2017. “Assessing the Validity of the Law of Crime Concentration across Different Temporal Scales.” Journal of Quantitative Criminology 33:547–67.

52.

Hägerstrand

1970. “What about People in Regional Science?” Papers of the Regional Science Association 24:6–21.

53.

Harries

K. D.

Stadler

S. J.

. 1983. “Determinism Revisited Assault and Heat Stress in Dallas, 1980.” Environment and Behavior 15:235–56.

54.

Harries

K. D.

Stadler

S. J.

Zdorkowski

R. T.

. 1984. “Seasonality and Assault: Explorations in Inter-neighborhood Variation, Dallas 1980.” Annals of the Association of American Geographers 74:590–604.

55.

Hawley

A. H.

1950. Human Ecology: A Theory of Community Structure. New York: The Ronald Press.

56.

Heller

N. B.

Markland

R. E.

. 1970. “A Climatological Model for Forecasting the Demand for Police Service.” Journal of Research in Crime and Delinquency 7:167–76.

57.

Hilbe

J. M.

2007. Negative Binomial Regression. Cambridge, UK: Cambridge University Press.

58.

Hipp

J. R.

Curran

P. J.

Bollen

K. A.

Bauer

D. J.

. 2004. “Crimes of Opportunity or Crimes of Emotion? Testing Two Explanations of Seasonal Change in Crime.” Social Forces 82:1333–72.

59.

Johnson

L. T.

2016. “Drug Markets, Travel Distance, and Violence: Testing a Typology.” Crime & Delinquency 62:1465–87.

60.

Johnson

L. T.

Ratcliffe

J. H.

. 2013. “When Does a Drug Market Become a Drug Market? Finding the Boundaries of Illicit Event Concentrations.” Pp. 25–48 in Crime Modeling and Mapping Using Geospatial Technologies, edited by

Leitner

New York: Springer.

61.

Johnson

L. T.

Taylor

R. B.

Ratcliffe

J. H.

. 2013. “Need Drugs, Will Travel? The Distances to Crime of Illegal Drug Buyers.” Journal of Criminal Justice 41:178–87.

62.

Kennedy

D. M.

2011. Don’t Shoot: One Man, A Street Fellowship, and the End of Violence in Inner-city America. New York: Bloomsbury.

63.

Kubrin

C. E.

Squires

G. D.

Graves

S. M.

Ousey

G. C.

. 2011. “Does Fringe Banking Exacerbate Neighborhood Crime Rates?” Criminology & Public Policy 10:437–66.

64.

Lab

S. P.

Hirschel

J. D.

. 1988. “Climatological Conditions and Crime: The Forecast is…?” Justice Quarterly 5:281–99.

65.

Landau

S. F.

Fridman

. 1993. “The Seasonality of Violent Crime: The Case of Robbery and Homicide in Israel.” Journal of Research in Crime and Delinquency 30:163–91.

66.

Levine

2015. CrimeStat: A Spatial Statistics Program for the Analysis of Crime Incident Locations [version 4.02]. Washington, DC: Ned Levine and Associates and the National Institute of Justice.

67.

Linning

S. J.

2015. “Crime Seasonality and the Micro-spatial Patterns of Property Crime in Vancouver, BC and Ottawa, ON.” Journal of Criminal Justice 43:544–55.

68.

Linning

S. J.

Andresen

M. A.

Brantingham

P. J.

. 2016. “Crime Seasonality: Examining the Temporal Fluctuations of Property Crime in Cities with Varying Climates.” International Journal of Offender Therapy and Comparative Criminology 61(16):1–26.

69.

Long

J. S.

Freese

. 2006. Regression Models for Categorical Dependent Variables Using Stata. College Station, TX: Stata Press.

70.

MacDonald

J. M.

Lattimore

P. K.

. 2010. “Count Models in Criminology.” Pp. 683–98 in Handbook of Quantitative Criminology, edited by Piquero

A. R.

Weisburd

. New Delhi, India: Springer.

71.

Malleson

Andresen

M. A.

. 2015. “Spatio-temporal Crime Hotspots and the Ambient Population.” Crime Science 4:1–8.

72.

Mares

2013. “Climate Change and Crime: Monthly Temperature and Precipitation Anomalies and Crime Rates in St. Louis, MO 1990–2009.” Crime, Law and Social Change 59:185–208.

73.

McCord

E. S.

Houser

K. A.

. 2015. “Neighborhood Parks, Evidence of Guardianship, and Crime in Two Diverse US Cities.” Security Journal 30(3):1–18.

74.

McDowall

Loftin

Pate

. 2012. “Seasonal Cycles in Crime, and Their Variability.” Journal of Quantitative Criminology 28:389–410.

75.

Mears

D. P.

2007. “Towards Rational and Evidence-based Crime Policy.” Journal of Criminal Justice 35:667–82.

76.

Monk

K. M.

Heinonen

J. A.

Eck

J. E.

. 2010. Street Robbery. Washington, DC: U.S. Department of Justice Office of Community Oriented Policing Services.

77.

Osgood

D. W.

2000. “Poisson-based Regression Analysis of Aggregate Crime Rates.” Journal of Quantitative Criminology 16:21–43.

78.

Peng

Xueming

Hongyong

Dengsheng

. 2011. “Assessing Temporal and Weather Influences on Property Crime in Beijing, China.” Crime, Law and Social Change 55:1–13.

79.

Quetelet

M. A.

1842. A Treatise on Man and the Development of His Facilities. Edinburgh, UK: W. and R. Chambers.

80.

Ratcliffe

J. H.

2004. “Geocoding Crime and a First Estimate of a Minimum Acceptable Hit Rate.” International Journal of Geographical Information Science 18:61–72.

81.

Ratcliffe

J. H.

2010. “Crime Mapping: Spatial and Temporal Challenges.” Pp. 5 in Handbook of Quantitative Criminology, edited by Piquero

A. R.

Weisburd

. New York: Springer.

82.

Ratcliffe

J. H.

2012. “The Spatial Extent of Criminogenic Places: A Changepoint Regression of Violence around Bars.” Geographical Analysis 44:302–20.

83.

Repetto

T. A.

1976. “Crime Prevention and the Displacement Hypothesis.” Crime and Delinquency 22:166–77.

84.

Roman

C. G.

2005. “Routine Activities of Youth and Neighborhood Violence: Spatial Modelling of Place, Time, and Crime.” Pp. 293–310 in Geographic Information Systems and Crime Analysis, edited by

Wang

Hershey, PA: Idea Group.

85.

Roncek

D. W.

Bell

. 1981. “Bars, Blocks, and Crimes.” Journal of Environmental Systems 11:35–47.

86.

Roncek

D. W.

Maier

P. A.

. 1991. “Bars, Blocks, and Crime Revisited: Linking the Theory of Routine Activities to the Empiricism of ‘Hot Spots’.” Criminology 29:725–53.

87.

Rotton

Cohn

E. G.

. 1999. “Errors of Commission and Omission: Comment on Anderson and Anderson’s (1998) ‘Temperature and Aggression’.” Psychological Reports 85:611–20.

88.

Rotton

Cohn

E. G.

. 2000. “Weather, Disorderly Conduct, and Assaults: From Social Contact to Social Avoidance.” Environment and Behavior 32:651–73.

89.

Rotton

Frey

. 1985. “Air Pollution, Weather, and Violent Crimes: Concomitant Time-series Analysis of Archival Data.” Journal of Personality and Social Psychology 49:1207–20.

90.

School District of Philadelphia. 2012. “Academic Calendar, 2011-2012.” Retrieved February 5, 2017 (http://www.philasd.org/calendar/2011_2012/).

91.

Sisti

Rocchi

M. B. L.

Maccio

Preti

. 2012. “The Epidemiology of Homicide in Italy by Season, Day of the Week and Time of Day.” Medicine, Science, and the Law 52:100–106.

92.

Sorg

E. T.

Taylor

R. B.

. 2011. “Community Level Impacts of Temperature on Urban Street Robbery.” Journal of Criminal Justice 39:463–70.

93.

StataCorp. 2013. Stata Statistical Software: Release 13. College Station, TX: StataCorp.

94.

Taniguchi

Ratcliffe

J. H.

Taylor

R. B.

. 2011. “Gang Set Space, Drug Markets, and Crime: Violent and Property Crime around Drug Corners in Camden.” Journal of Research in Crime and Delinquency 48:327–63.

95.

Taylor

R. B

. 1994. Research Methods in Criminal Justice. New York: McGraw-Hill.

96.

Taylor

R. B.

2015. Community Criminology: Fundamentals of Spatial and Temporal Scaling, Ecological Indicators, and Selectivity Bias. New York: NYU Press.

97.

Thompson

S. K.

Gartner

. 2014. “The Spatial Distribution and Social Context of Homicide in Toronto’s Neighborhoods.” Journal of Research in Crime & Delinquency 5:88–118.

98.

Tompson

L. A.

Bowers

K. J.

. 2015. “Testing Time-sensitive Influences of Weather on Street Robbery.” Crime Science 4:1–11.

99.

Trenberth

K. E.

1983. “What Are the Seasons?” Bulletin of the American Meteorological Society 64:1276–82.

100.

Tseloni

Andromachi

Farrell

Graham

Thompson

Rebecca

Evans

Emily

Tilley

Nick

. 2017. “Domestic Burglary Drop and the Security Hypothesis.” Crime Science 6:1–16.

101.

U.S. Census Bureau. 2010a. 2010 United States Census. Washington, DC: U.S. Census Bureau.

102.

U.S. Census Bureau. 2010b. Standard Hierarchy of Census Geographic Entities. Washington, DC: U.S. Census Bureau.

103.

U.S. Census Bureau. 2011. American Community Survey. Washington, DC: U.S. Census Bureau.

104.

Weesie

1999. “Seemingly Unrelated Estimation and the Cluster-adjusted Sandwich Estimator.” Stata Technical Bulletin 9:231–48.

105.

Welsh

Brandon C.

Zimmerman

Gregory M.

Zane

Steven N.

. 2017. “The Centrality of Theory in Modern Day Crime Prevention: Developments, Challenges, and Opportunities.” Justice Quarterly, Online First 15(1):139–61.

106.

Weisburd

2015. “The Law of Crime Concentration and the Criminology of Place.” Criminology 53:133–57.

107.

Weisburd

D. L.

Bushway

Lum

Yang

S.-M.

. 2004. “Trajectories of Crime at Places: A Longitudinal Study of Street Segments in the City of Seattle.” Criminology 42:283–321.

108.

Weisburd

D. L.

Groff

E. R.

Yang

S.-M.

. 2012. The Criminology of Place: Street Segments and Our Understanding of the Crime Problem. New York: Oxford University Press.

109.

Wheeler

A. P

. 2016. “Quantifying the Local and Spatial Effects of Alcohol Outlets on Crime.” Retrieved March 9, 2018 from: https://ssrn.com/abstract=2869198 or http://dx.doi.org/10.2139/ssrn.2869198

110.

Wheeler

A. P.

Worden

R. E.

McLean

S. J.

. 2016. “Replicating Group-based Trajectory Models of Crime at Micro-places in Albany, NY.” Journal of Quantitative Criminology 32:589–612.

111.

White

1982. “Maximum Likelihood Estimation of Misspecified Models.” Econometrica 50:1–25.

112.

Wright

R. T.

Decker

S. H.

. 1997. Armed Robbers in Action: Stickups and Street Culture. Boston, MA: Northeastern University Press.

113.

Yan

Y. Y.

2004. “Seasonality of Property Crime in Hong Kong.” British Journal of Criminology 44:276–83.

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The Seasons They Are a Changin’

Abstract

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Methods:

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