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Volumn 85, Issue 1, 2009, Pages 55-88

Environmental enforcement in dire straits: There is no protection for nothing and no data for free

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EID: 76749095830     PISSN: 07453515     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Review
Times cited : (6)

References (151)
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    • See, e.g., Marcilynn A. Burke, Green Peace? Protecting Our National Treasures While Providing for Our National Security, 32 WM. & MARY ENVTL. L. & POL'Y REV. 803, 805-11 (2008) (discussing requested changes to a host of federal environmental laws to accommodate national security) ;
    • See, e.g., Marcilynn A. Burke, Green Peace? Protecting Our National Treasures While Providing for Our National Security, 32 WM. & MARY ENVTL. L. & POL'Y REV. 803, 805-11 (2008) (discussing requested changes to a host of federal environmental laws to accommodate national security) ;
  • 2
    • 76749151259 scopus 로고    scopus 로고
    • Charles de Saillan, The Use of Imminent Hazard Provisions of Environmental Laws to Compel Cleanup at Federal Facilities, 27 STAN. ENVTL. L. J. 43, 204-06 (2008) (advocating several amendments to federal environmental laws) ;
    • Charles de Saillan, The Use of Imminent Hazard Provisions of Environmental Laws to Compel Cleanup at Federal Facilities, 27 STAN. ENVTL. L. J. 43, 204-06 (2008) (advocating several amendments to federal environmental laws) ;
  • 3
    • 76749106413 scopus 로고    scopus 로고
    • Environmental Law in the Twenty-First Century, 25
    • describing a remarkable, bipartisan burst of environmental regulation over the past three decades
    • Robert V. Percival, Environmental Law in the Twenty-First Century, 25 VA. ENVTL. L. J. 1, 2-4 (2007) (describing a "remarkable, bipartisan burst" of environmental regulation over the past three decades).
    • (2007) VA. ENVTL. L. J , vol.1 , pp. 2-4
    • Percival, R.V.1
  • 4
    • 76749146673 scopus 로고    scopus 로고
    • 42 U. S. C. §§ 7401-7671 (2006 & Supp. II 2008).
    • 42 U. S. C. §§ 7401-7671 (2006 & Supp. II 2008).
  • 6
    • 76749151697 scopus 로고    scopus 로고
    • Professor Hsu presents a very good description of how environmental harms and benefits, as well as the societal costs of regulation, may be routinely under-or sometimes over, valued
    • Professor Hsu presents a very good description of how environmental harms and benefits, as well as the societal costs of regulation, may be routinely under-(or sometimes over-) valued.
  • 7
    • 61349142243 scopus 로고    scopus 로고
    • The Identifiability Bias in Environmental Law, 35
    • See
    • See Shi-Ling Hsu, The Identifiability Bias in Environmental Law, 35 FLA. ST. U. L. REV. 433, 440-51 (2008).
    • (2008) FLA. ST. U. L. REV , vol.433 , pp. 440-451
    • Hsu, S.-L.1
  • 8
    • 84883895407 scopus 로고
    • Beyond Words of Exhortation: The Congressional Prescription/or Vigorous Enforcement of the Clean Water Act, 55
    • See
    • See William L. Andreen, Beyond Words of Exhortation: The Congressional Prescription/or Vigorous Enforcement of the Clean Water Act, 55 GEO. WASH. L. REV. 202, 203-11 (1987) ;
    • (1987) GEO. WASH. L. REV , vol.202 , pp. 203-211
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  • 9
    • 76749154810 scopus 로고    scopus 로고
    • Victor B. Flatt, Spare the Rod and Spoil the Law: Why the Clean Water Act Has Never Grown Up, 55 ALA. L. REV. 595, 596-99 (2004) ;
    • Victor B. Flatt, Spare the Rod and Spoil the Law: Why the Clean Water Act Has Never Grown Up, 55 ALA. L. REV. 595, 596-99 (2004) ;
  • 10
    • 74349087867 scopus 로고    scopus 로고
    • The Comparative Effectiveness of Government Interventions on Environmental Performance in the Chemical Industry, 26
    • Robert L. Glicksman & Dietrich H. Earnhart, The Comparative Effectiveness of Government Interventions on Environmental Performance in the Chemical Industry, 26 STAN. ENVTL. L. J. 317, 319-21 (2007) ;
    • (2007) STAN. ENVTL. L. J , vol.317 , pp. 319-321
    • Glicksman, R.L.1    Earnhart, D.H.2
  • 11
    • 76749136552 scopus 로고    scopus 로고
    • see also JOEL A. MINTZ ET AL., ENVIRONMENTAL ENFORCEMENT 5-15 (2007) (discussing various theories and objectives of environmental enforcement).
    • see also JOEL A. MINTZ ET AL., ENVIRONMENTAL ENFORCEMENT 5-15 (2007) (discussing various theories and objectives of environmental enforcement).
  • 12
    • 47049103827 scopus 로고    scopus 로고
    • The Two Lost Books in the Water Quality Trilogy: The Elusive Objectives of Physical and Biological Integrity, 33
    • See
    • See Robert W. Adler, The Two Lost Books in the Water Quality Trilogy: The Elusive Objectives of Physical and Biological Integrity, 33 ENVTL. L. 29, 49 (2003) ;
    • (2003) ENVTL. L , vol.29 , pp. 49
    • Adler, R.W.1
  • 13
    • 76749126172 scopus 로고    scopus 로고
    • Clifford Rechtschaffen & David L. Markell, Improving State Environmental Enforcement Performance Through Enhanced Government Accountability and Other Strategies, 33 ENVTL. L. REP. 10, 559, 10, 565 (2003).
    • Clifford Rechtschaffen & David L. Markell, Improving State Environmental Enforcement Performance Through Enhanced Government Accountability and Other Strategies, 33 ENVTL. L. REP. 10, 559, 10, 565 (2003).
  • 14
    • 76749087296 scopus 로고    scopus 로고
    • Glicksman & Earnhart, supra note 5, at 320
    • Glicksman & Earnhart, supra note 5, at 320.
  • 15
    • 76749108824 scopus 로고    scopus 로고
    • Issues Raised by Friends of the Earth v. Laidlaw Environmental Services: Access to the Courts for Environmental Plaintiffs, 11
    • arguing that the environmental federalism standard allows no or very little second guessing of state enforcement decisions, See
    • See Richard J. Pierce, Jr., Issues Raised by Friends of the Earth v. Laidlaw Environmental Services: Access to the Courts for Environmental Plaintiffs, 11 DUKE ENVTL. L. & POL'Y F. 207, 234 (2001) (arguing that the environmental federalism standard allows no or very little second guessing of state enforcement decisions).
    • (2001) DUKE ENVTL. L. & POL'Y F , vol.207 , pp. 234
    • Pierce Jr., R.J.1
  • 16
    • 76749167367 scopus 로고    scopus 로고
    • See Peter A. Appel, The Diligent Prosecution Bar to Citizen Suits: The Search for Adequate Representation, 10 WIDENER L. REV. 91, 91 (2004).
    • See Peter A. Appel, The Diligent Prosecution Bar to Citizen Suits: The Search for Adequate Representation, 10 WIDENER L. REV. 91, 91 (2004).
  • 17
    • 76749091774 scopus 로고    scopus 로고
    • See Michael P. Vandenbergh, Beyond Elegance: A Testable Typology of Social Norms in Corporate Environmental Compliance, 22 STAN. ENVTL. L. J. 55, 66 (2003) (citing Clifford Rechtschaffen, Deterrence vs. Cooperation and the Evolving Theory of Environmental Enforcement, 71 S. CAL. L. REV. 1181, 1219 (1998)).
    • See Michael P. Vandenbergh, Beyond Elegance: A Testable Typology of Social Norms in Corporate Environmental Compliance, 22 STAN. ENVTL. L. J. 55, 66 (2003) (citing Clifford Rechtschaffen, Deterrence vs. Cooperation and the Evolving Theory of Environmental Enforcement, 71 S. CAL. L. REV. 1181, 1219 (1998)).
  • 18
    • 0003288690 scopus 로고    scopus 로고
    • A Dirty River Runs Through It (The Failure of Enforcement in the Clean Water Act), 25
    • Victor B. Flatt, A Dirty River Runs Through It (The Failure of Enforcement in the Clean Water Act), 25 B. C. ENVTL. AFF. L. REV. 1, 17-19 (1998).
    • (1998) B. C. ENVTL. AFF. L. REV , vol.1 , pp. 17-19
    • Flatt, V.B.1
  • 19
    • 76749117436 scopus 로고    scopus 로고
    • See Rena I. Steinzor, Myths of the Reinvented State, 29 CAP. U. L. REV. 223, 231-32 (2001).
    • See Rena I. Steinzor, Myths of the Reinvented State, 29 CAP. U. L. REV. 223, 231-32 (2001).
  • 21
    • 76749139763 scopus 로고    scopus 로고
    • Id
    • Id.
  • 22
    • 76749104567 scopus 로고    scopus 로고
    • See, e.g, Steinzor, supra note 12, at 233
    • See, e.g., Steinzor, supra note 12, at 233.
  • 23
    • 76749083680 scopus 로고    scopus 로고
    • See U. S. ENVTL. PROT. AGENCY, COMPLIANCE LITERATURE SEARCH RESULTS (2007), available at http://www.epa.gov/oecaerth/resources/reports/compliance/ research/lit-results-2007.pdf (citing and summarizing more than two hundred compliance-related articles and books).
    • See U. S. ENVTL. PROT. AGENCY, COMPLIANCE LITERATURE SEARCH RESULTS (2007), available at http://www.epa.gov/oecaerth/resources/reports/compliance/ research/lit-results-2007.pdf (citing and summarizing more than two hundred compliance-related articles and books).
  • 25
    • 76749119247 scopus 로고    scopus 로고
    • See Steinzor, supra note 12, at 225, 228-32, 240-41
    • See Steinzor, supra note 12, at 225, 228-32, 240-41.
  • 26
    • 76749132402 scopus 로고    scopus 로고
    • Carol M. Rose, Rethinking Environmental Controls: Management Strategies for Common Resources, 1991 DUKE L. J. 1, 12-13.
    • Carol M. Rose, Rethinking Environmental Controls: Management Strategies for Common Resources, 1991 DUKE L. J. 1, 12-13.
  • 27
    • 76749112343 scopus 로고    scopus 로고
    • See CRAIG N. JOHNSTON ET AL., LEGAL PROTECTION OF THE ENVIRONMENT 12-15, 24 (2d ed. 2007).
    • See CRAIG N. JOHNSTON ET AL., LEGAL PROTECTION OF THE ENVIRONMENT 12-15, 24 (2d ed. 2007).
  • 28
    • 38049158206 scopus 로고    scopus 로고
    • See William W. Buzbee, Asymmetrical Regulation: Risk, Preemption, and the Floor/Ceiling Distinction, 82 N. Y. U. L. REV. 1547, 1551-52 (2007).
    • See William W. Buzbee, Asymmetrical Regulation: Risk, Preemption, and the Floor/Ceiling Distinction, 82 N. Y. U. L. REV. 1547, 1551-52 (2007).
  • 29
    • 84922017269 scopus 로고    scopus 로고
    • note 11, at, explaining the failure of states to administer the Glean Water Program
    • Flatt, supra note 11, at 7, 13-14 (explaining the failure of states to administer the Glean Water Program).
    • supra
    • Flatt1
  • 30
    • 76749100034 scopus 로고    scopus 로고
    • See ROBERT L. GLICKSMAN ET AL., ENVIRONMENTAL PROTECTION 586-87 (5th ed. 2007) ;
    • See ROBERT L. GLICKSMAN ET AL., ENVIRONMENTAL PROTECTION 586-87 (5th ed. 2007) ;
  • 31
    • 76749166089 scopus 로고    scopus 로고
    • JOHNSTON ET AL, supra note 20, at 3
    • JOHNSTON ET AL., supra note 20, at 3.
  • 32
    • 76749119735 scopus 로고    scopus 로고
    • See GUCKSMAN ET AL, supra note 23, at 65, 586-87
    • See GUCKSMAN ET AL., supra note 23, at 65, 586-87.
  • 33
    • 76749099145 scopus 로고    scopus 로고
    • Clean Water Act of 1948, Pub. L. No. 80-845, 62 Stat. 1155 (codified as amended at 33 U. S. C. §§ 1251-1376 (2006 & Supp. II 2008)).
    • Clean Water Act of 1948, Pub. L. No. 80-845, 62 Stat. 1155 (codified as amended at 33 U. S. C. §§ 1251-1376 (2006 & Supp. II 2008)).
  • 34
    • 76749104566 scopus 로고    scopus 로고
    • See JOHNSTON ET AL, supra note 20, at 6-9
    • See JOHNSTON ET AL., supra note 20, at 6-9.
  • 35
    • 0041055163 scopus 로고
    • Limitations on State Agency Authority to Adopt Environmental Standards More Stringent than Federal Standards: Policy Considerations and Interpretive Problems, 54
    • See
    • See Jerome M. Organ, Limitations on State Agency Authority to Adopt Environmental Standards More Stringent than Federal Standards: Policy Considerations and Interpretive Problems, 54 MD. L. REV. 1373, 1373-74 (1995).
    • (1995) MD. L. REV , vol.1373 , pp. 1373-1374
    • Organ, J.M.1
  • 36
    • 76749129528 scopus 로고    scopus 로고
    • JOHNSTON ET AL, supra note 20, at 9-10
    • JOHNSTON ET AL., supra note 20, at 9-10.
  • 37
    • 76749110934 scopus 로고    scopus 로고
    • Flatt, supra note 11, at 15
    • Flatt, supra note 11, at 15.
  • 38
    • 76749121237 scopus 로고    scopus 로고
    • Buzbee, supra note 21, at 1567, 1587
    • Buzbee, supra note 21, at 1567, 1587.
  • 39
    • 76749163559 scopus 로고    scopus 로고
    • See Flatt, supra note 11, at 16-19;
    • See Flatt, supra note 11, at 16-19;
  • 40
    • 76749162650 scopus 로고    scopus 로고
    • see also Union Elec. Co. v. EPA, 427 U. S. 246, 265-69 (1976) (limiting EPA's authority to review state air pollution controls).
    • see also Union Elec. Co. v. EPA, 427 U. S. 246, 265-69 (1976) (limiting EPA's authority to review state air pollution controls).
  • 41
    • 76749157743 scopus 로고    scopus 로고
    • See, for example, 42 U. S. C. § 7410 (a) (5) (A) (i) (2006), originally added in 1977, which prohibits the Federal Administrator from requiring states to control indirect sources of air pollution, i.e. control of land use, for State Implementation Plan program approval.
    • See, for example, 42 U. S. C. § 7410 (a) (5) (A) (i) (2006), originally added in 1977, which prohibits the Federal Administrator from requiring states to control indirect sources of air pollution, i.e. control of land use, for State Implementation Plan program approval.
  • 42
    • 76749141672 scopus 로고    scopus 로고
    • Flatt, supra note 11, at 16
    • Flatt, supra note 11, at 16.
  • 43
    • 0347141446 scopus 로고    scopus 로고
    • State Environmental Standard Setting: Is There a "Race" and is it "To the Bottom"?, 48
    • Kirsten H. Engel, State Environmental Standard Setting: Is There a "Race" and is it "To the Bottom"?, 48 HASTINGS L. J. 271, 340-41, 359 (1997).
    • (1997) HASTINGS L. J , vol.271 , Issue.340-341 , pp. 359
    • Engel, K.H.1
  • 44
    • 76749125705 scopus 로고    scopus 로고
    • Organ, supra note 27, at 1376-77
    • Organ, supra note 27, at 1376-77.
  • 45
    • 76749150304 scopus 로고    scopus 로고
    • note 13, at, noting that almost one-half of states passed audit privilege shield laws despite EPA objection
    • RECHTSCHAFFEN & MARKELL, supra note 13, at 2, 179-81 (noting that almost one-half of states passed audit privilege shield laws despite EPA objection).
    • supra
    • RECHTSCHAFFEN1    MARKELL2
  • 46
    • 76749140729 scopus 로고    scopus 로고
    • Id. at 1, 156
    • Id. at 1, 156.
  • 47
    • 76749121236 scopus 로고    scopus 로고
    • See, e.g., Daniel C. Esty, Next Generation Environmental Law: A Response to Richard Stewart, 29 CAP. U. L. REV. 183, 189 (2001) (suggesting regulatory reform initiatives are actually concerned with using deregulation in an attempt to advance the interests of groups such as small businesses).
    • See, e.g., Daniel C. Esty, Next Generation Environmental Law: A Response to Richard Stewart, 29 CAP. U. L. REV. 183, 189 (2001) (suggesting regulatory reform initiatives are actually concerned with using deregulation in an attempt to advance the interests of groups such as small businesses).
  • 48
    • 76749119734 scopus 로고    scopus 로고
    • RECHTSCHAFFEN & MARKELL, supra note 13, at 1-2
    • RECHTSCHAFFEN & MARKELL, supra note 13, at 1-2.
  • 49
    • 76749159206 scopus 로고    scopus 로고
    • See id. at 237-51.
    • See id. at 237-51.
  • 50
    • 76749113689 scopus 로고    scopus 로고
    • Id. at 242
    • Id. at 242.
  • 51
    • 76749112342 scopus 로고    scopus 로고
    • Id
    • Id.
  • 52
    • 76749157017 scopus 로고    scopus 로고
    • Id. at 239-40
    • Id. at 239-40.
  • 54
    • 76749113238 scopus 로고    scopus 로고
    • See Federal Water Pollution Control Act, 33 U. S. C. §§ 1251-1387 (2006). Section 402 of the CWA established the NPDES.
    • See Federal Water Pollution Control Act, 33 U. S. C. §§ 1251-1387 (2006). Section 402 of the CWA established the NPDES.
  • 55
    • 76749111853 scopus 로고    scopus 로고
    • Id. § 1342
    • Id. § 1342.
  • 56
    • 76749106876 scopus 로고    scopus 로고
    • Glicksman & Eamhart, supra note 5, at 329-32
    • Glicksman & Eamhart, supra note 5, at 329-32.
  • 57
    • 76749153677 scopus 로고    scopus 로고
    • Id. at 347-52
    • Id. at 347-52.
  • 58
    • 76749171504 scopus 로고    scopus 로고
    • Id. at 352
    • Id. at 352.
  • 59
    • 76749146335 scopus 로고    scopus 로고
    • Effectiveness of Government Interventions at Inducing Better Environmental Performance: Does Effectiveness Depend on Facility or Firm Features?, 35
    • Robert L. Glicksman & Dietrich H. Earnhart, Effectiveness of Government Interventions at Inducing Better Environmental Performance: Does Effectiveness Depend on Facility or Firm Features?, 35 B. C. ENVTL. AFF. L. REV. 479, 487-89 (2008).
    • (2008) B. C. ENVTL. AFF. L. REV , vol.479 , pp. 487-489
    • Glicksman, R.L.1    Earnhart, D.H.2
  • 60
    • 76749127377 scopus 로고    scopus 로고
    • Id. at 487
    • Id. at 487.
  • 61
    • 76749089908 scopus 로고    scopus 로고
    • See infra Part II. B.1.
    • See infra Part II. B.1.
  • 62
    • 76749092478 scopus 로고    scopus 로고
    • See Flatt, supra note 11, at 21-26
    • See Flatt, supra note 11, at 21-26.
  • 63
    • 76749087295 scopus 로고    scopus 로고
    • Id. at 26-27
    • Id. at 26-27.
  • 64
    • 76749143512 scopus 로고    scopus 로고
    • See Buzbee, supra note 21, at 1550
    • See Buzbee, supra note 21, at 1550.
  • 65
    • 76749118770 scopus 로고    scopus 로고
    • See Flatt, supra note 11, at 20
    • See Flatt, supra note 11, at 20.
  • 66
    • 76749140730 scopus 로고    scopus 로고
    • For reasons explained in Part II. B.l, the data are not sufficient to test all of these questions. See infra notes 68-77 and accompanying text.
    • For reasons explained in Part II. B.l, the data are not sufficient to test all of these questions. See infra notes 68-77 and accompanying text.
  • 67
    • 76749149856 scopus 로고    scopus 로고
    • discussion supra
    • See discussion supra Introduction.
    • Introduction
  • 68
    • 76749147960 scopus 로고    scopus 로고
    • See Adler, supra note 6, at 49
    • See Adler, supra note 6, at 49.
  • 69
    • 76749165164 scopus 로고    scopus 로고
    • RECHTSCHAFFEN & Markell, supra note 13, at 247.
    • RECHTSCHAFFEN & Markell, supra note 13, at 247.
  • 70
    • 76749084602 scopus 로고    scopus 로고
    • See Flatt, supra note 11, at 24
    • See Flatt, supra note 11, at 24.
  • 71
    • 76749153204 scopus 로고    scopus 로고
    • Id
    • Id.
  • 72
    • 76749135512 scopus 로고    scopus 로고
    • See Friends of the Earth, Inc. v. Laidlaw Envtl. Servs, 528 U. S. 167, 184-85 2000, Here, in contrast, it is undisputed that Laidlaw's unlawful conduct-discharging pollutants in excess of permit limits-was occurring at the time the complaint was filed. Under Lyons, then, the only 'subjective' issue here is [t]he reasonableness of [the] fear' that led the affiants to respond to that concededly ongoing conduct by refraining from use of the North Tyger River and surrounding areas. Unlike the dissent, we see nothing 'improbable' about the proposition that a company's continuous and pervasive illegal discharges of pollutants into a river would cause nearby residents to curtail their recreational use of that waterway and would subject them to other economic and aesthetic harms. The proposition is entirely reasonable
    • See Friends of the Earth, Inc. v. Laidlaw Envtl. Servs., 528 U. S. 167, 184-85 (2000) ("Here, in contrast, it is undisputed that Laidlaw's unlawful conduct-discharging pollutants in excess of permit limits-was occurring at the time the complaint was filed. Under Lyons, then, the only 'subjective' issue here is [t]he reasonableness of [the] fear' that led the affiants to respond to that concededly ongoing conduct by refraining from use of the North Tyger River and surrounding areas. Unlike the dissent... we see nothing 'improbable' about the proposition that a company's continuous and pervasive illegal discharges of pollutants into a river would cause nearby residents to curtail their recreational use of that waterway and would subject them to other economic and aesthetic harms. The proposition is entirely reasonable..."
  • 73
    • 76749167366 scopus 로고    scopus 로고
    • (quoting Los Angeles v. Lyons, 461 U. S. 95, 107 n. 7, 108 n. 8 (1983))).
    • (quoting Los Angeles v. Lyons, 461 U. S. 95, 107 n. 7, 108 n. 8 (1983))).
  • 74
    • 76749116919 scopus 로고    scopus 로고
    • Flatt, supra note 11, at 24
    • Flatt, supra note 11, at 24.
  • 75
    • 76749137010 scopus 로고    scopus 로고
    • Id
    • Id.
  • 76
    • 76749083679 scopus 로고    scopus 로고
    • Id. at 22
    • Id. at 22.
  • 77
    • 76749104097 scopus 로고    scopus 로고
    • Glicksman and Earnhart attempt to measure this. See Glicksman & Earnhart, supra note 49, at 504-09.
    • Glicksman and Earnhart attempt to measure this. See Glicksman & Earnhart, supra note 49, at 504-09.
  • 78
    • 76749112751 scopus 로고    scopus 로고
    • See, e.g., Mark A. Cohen, Empirical Research on the Deterrent Effect of Environmental Monitoring and Enforcement, 30 ENVTL. L. REP. 10, 245, 10, 250 (2000) (suggesting that public awareness of sanctions may damage the value and reputation of sanctioned firms, helping to increase general environmental deterrence) ;
    • See, e.g., Mark A. Cohen, Empirical Research on the Deterrent Effect of Environmental Monitoring and Enforcement, 30 ENVTL. L. REP. 10, 245, 10, 250 (2000) (suggesting that public awareness of sanctions may damage the value and reputation of sanctioned firms, helping to increase general environmental deterrence) ;
  • 79
    • 0031832852 scopus 로고    scopus 로고
    • Surabhi Kadambe & Kathleen Segerson, On the Role of Fines as an Environmental Enforcement Tool, 41 J. ENVTL. PLAN. & MGMT. 217 (1998) (developing a model for analyzing the effect of fine amounts on regulatory compliance) ;
    • Surabhi Kadambe & Kathleen Segerson, On the Role of Fines as an Environmental Enforcement Tool, 41 J. ENVTL. PLAN. & MGMT. 217 (1998) (developing a model for analyzing the effect of fine amounts on regulatory compliance) ;
  • 80
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    • Dorothy Thornton et al., General Deterrence and Corporate Environmental Behavior, 27 LAW & POL'Y 262, 278-83 (2005) (questioning the explicit deterrent effect of fines but suggesting that they implicidy reinforce the general deterrence of other informal sanctions).
    • Dorothy Thornton et al., General Deterrence and Corporate Environmental Behavior, 27 LAW & POL'Y 262, 278-83 (2005) (questioning the "explicit" deterrent effect of fines but suggesting that they "implicidy" reinforce the general deterrence of other informal sanctions).
  • 81
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    • But see Montserrat Viladrich Grau & Theodore Groves, The Oil Spill Process: The Effect of Coast Guard Monitoring on Oil Spills, 10 ENVTL. & RESOURCE ECON. 315, 322-24 (1997) (noting that reladvely low fines had no significant effect on the frequency or size of oil spills).
    • But see Montserrat Viladrich Grau & Theodore Groves, The Oil Spill Process: The Effect of Coast Guard Monitoring on Oil Spills, 10 ENVTL. & RESOURCE ECON. 315, 322-24 (1997) (noting that reladvely low fines had no significant effect on the frequency or size of oil spills).
  • 82
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    • Flatt, supra note 11, at 18-19
    • Flatt, supra note 11, at 18-19.
  • 83
    • 76749114636 scopus 로고    scopus 로고
    • Id
    • Id.
  • 84
    • 76749145852 scopus 로고    scopus 로고
    • See U. S. Envtl. Prot. Agency, Integrated Data for Enforcement Analysis, http://www.epa.gov/compliance/data/systems/multimedia/idea (last visited Oct. 26, 2009) ;
    • See U. S. Envtl. Prot. Agency, Integrated Data for Enforcement Analysis, http://www.epa.gov/compliance/data/systems/multimedia/idea (last visited Oct. 26, 2009) ;
  • 85
    • 47149118430 scopus 로고
    • EPA's Multimedia Enforcement Strategy: The Struggle to Close the Environmental Compliance Circle, 18
    • Peter J. Fontaine, EPA's Multimedia Enforcement Strategy: The Struggle to Close the Environmental Compliance Circle, 18 COLUM. J. ENVTL. L. 31, 57-58 (1993).
    • (1993) COLUM. J. ENVTL. L , vol.31 , pp. 57-58
    • Fontaine, P.J.1
  • 86
    • 76749115068 scopus 로고    scopus 로고
    • See id
    • See id.
  • 87
    • 76749162157 scopus 로고    scopus 로고
    • Vandenbergh, supra note 10, at 87
    • Vandenbergh, supra note 10, at 87.
  • 88
    • 76749094412 scopus 로고    scopus 로고
    • See U. S. Envtl. Prot. Agency, Enforcement & Compliance History Online, http://www.epa-echo.gov/echo (last visited Oct. 26, 2009).
    • See U. S. Envtl. Prot. Agency, Enforcement & Compliance History Online, http://www.epa-echo.gov/echo (last visited Oct. 26, 2009).
  • 89
    • 76749116471 scopus 로고    scopus 로고
    • See id
    • See id.
  • 90
    • 76749133943 scopus 로고    scopus 로고
    • See U. S. Envtl. Prot. Agency, ECHO Compliance Data Search (Air Program), http://www.epa-echo.gov/echo/compliance-report-air.html (last visited Oct. 26, 2009).
    • See U. S. Envtl. Prot. Agency, ECHO Compliance Data Search (Air Program), http://www.epa-echo.gov/echo/compliance-report-air.html (last visited Oct. 26, 2009).
  • 91
    • 76749164207 scopus 로고    scopus 로고
    • See id
    • See id.
  • 92
    • 76749110159 scopus 로고    scopus 로고
    • See id
    • See id.
  • 93
    • 76749146672 scopus 로고    scopus 로고
    • See Memorandum from Victor B. Flatt to Member Scholars of the Ctr. for Progressive Reform on Sufficiency of IDEA Data for Proposed Analysis (May 1, 2005) [hereinafter Flatt Memorandum] (on file with the authors).
    • See Memorandum from Victor B. Flatt to Member Scholars of the Ctr. for Progressive Reform on Sufficiency of IDEA Data for Proposed Analysis (May 1, 2005) [hereinafter Flatt Memorandum] (on file with the authors).
  • 94
    • 76749134605 scopus 로고    scopus 로고
    • Id
    • Id.
  • 96
    • 76749099144 scopus 로고    scopus 로고
    • See U. S. Envd. Prot. Agency, Online Tracking Information System, http://www.epa.gov/compliance/data/systems/multimedia/aboutods.html (last visited Oct. 26, 2009).
    • See U. S. Envd. Prot. Agency, Online Tracking Information System, http://www.epa.gov/compliance/data/systems/multimedia/aboutods.html (last visited Oct. 26, 2009).
  • 97
    • 76749153203 scopus 로고    scopus 로고
    • See id
    • See id.
  • 98
    • 76749112341 scopus 로고    scopus 로고
    • See id
    • See id.
  • 99
    • 76749113688 scopus 로고    scopus 로고
    • Because of this difficulty, in 1998, one of the authors only conducted a comparison of two states for one environmental program, the CWA. The summarized data was received from the states themselves, and even only two years worth of data required the manual entry of over 10, 000 data points.
    • Because of this difficulty, in 1998, one of the authors only conducted a comparison of two states for one environmental program, the CWA. The summarized data was received from the states themselves, and even only two years worth of data required the manual entry of over 10, 000 data points.
  • 100
    • 76749157016 scopus 로고    scopus 로고
    • See Flatt, supra note 11, at 35 app. A.
    • See Flatt, supra note 11, at 35 app. A.
  • 101
    • 76749128306 scopus 로고    scopus 로고
    • See Flatt Memorandum, supra note 78
    • See Flatt Memorandum, supra note 78.
  • 102
    • 76749085522 scopus 로고    scopus 로고
    • 42 U. S. C. §§ 6901-6992k (2006).
    • 42 U. S. C. §§ 6901-6992k (2006).
  • 103
    • 76749150768 scopus 로고    scopus 로고
    • See U. S. Envtl. Prot. Agency, Integrated Data for Enforcement Analysis, http://www.epa.gov/compliance/data/systems/multimedia/idea (last visited Oct. 26, 2009).
    • See U. S. Envtl. Prot. Agency, Integrated Data for Enforcement Analysis, http://www.epa.gov/compliance/data/systems/multimedia/idea (last visited Oct. 26, 2009).
  • 104
    • 76749133028 scopus 로고    scopus 로고
    • See Flatt Memorandum, supra note 78
    • See Flatt Memorandum, supra note 78.
  • 105
    • 76749093907 scopus 로고    scopus 로고
    • Id
    • Id.
  • 106
    • 76749150767 scopus 로고    scopus 로고
    • These data fields were received from EPA in 2004, and are on file with the authors and available online as research appendices. See Victor B. Flatt, Research Appendices, http://www.law.unc.edu/faculty/directory/ flattvictorb/research.aspx (last visited Oct. 28, 2009) [hereinafter Flatt, Research Appendices]. For EPA data pertaining to the CAA [hereinafter Clean Air Data], follow the link for Clean Air, and for EPA data pertaining to the CWA [hereinafter Clean Water Data], follow the link for Clean Water. These data fields and all other research appendices are also available online through the Notre Dame Law Review.
    • These data fields were received from EPA in 2004, and are on file with the authors and available online as research appendices. See Victor B. Flatt, Research Appendices, http://www.law.unc.edu/faculty/directory/ flattvictorb/research.aspx (last visited Oct. 28, 2009) [hereinafter Flatt, Research Appendices]. For EPA data pertaining to the CAA [hereinafter Clean Air Data], follow the link for "Clean Air", and for EPA data pertaining to the CWA [hereinafter Clean Water Data], follow the link for "Clean Water." These data fields and all other research appendices are also available online through the Notre Dame Law Review.
  • 107
    • 76749110608 scopus 로고    scopus 로고
    • See Notre Dame Law Review, Archive: 85, No. 1, http://www.ndlawreview.org/archive/issue.php?85&num=1 (follow link for Research Appendices) (last visited Nov. 3, 2009) [hereinafter Notre Dame Law Review, Research Appendices]
    • See Notre Dame Law Review, Archive: Vol. 85, No. 1, http://www.ndlawreview.org/archive/issue.php?vol=85&num=1 (follow link for "Research Appendices") (last visited Nov. 3, 2009) [hereinafter Notre Dame Law Review, Research Appendices]
  • 108
    • 76749121721 scopus 로고    scopus 로고
    • See Clean Air Data, supra note 90
    • See Clean Air Data, supra note 90.
  • 109
    • 76749139334 scopus 로고    scopus 로고
    • See id
    • See id.
  • 110
    • 76749151258 scopus 로고    scopus 로고
    • See id
    • See id.
  • 111
    • 76749146671 scopus 로고    scopus 로고
    • See Clean Water Data, supra note 90. The units of analyses in these databases are the facility-inspection date and the type-classification. This means that each facility appears in the data on the basis of the date of the compliance inspection and the type of compliance inspection.
    • See Clean Water Data, supra note 90. The units of analyses in these databases are the facility-inspection date and the type-classification. This means that each facility appears in the data on the basis of the date of the compliance inspection and the type of compliance inspection.
  • 112
    • 76749115531 scopus 로고    scopus 로고
    • Rather bewilderingly, the NPDES data codebook indicates that it contains a variable composed of the number of quarters a facility is in violation of CWA requirements over the two years preceding a facility's inspection date (labeled Historic Noncompliance Quarter). According to the NPDES codebook, this variable takes on values ranging from one to eight. However, in the actual data, this variable does not take on these values, but rather contains year-quarter entries (e.g., 20011, 20012, 20013, 20014) that do not correspond to the number of quarters a facility is in violation of CWA requirements in the manner described in the codebook and do not range from one to eight (even after removing the year from the variable entries).
    • Rather bewilderingly, the NPDES data codebook indicates that it contains a variable composed of the number of quarters a facility is in violation of CWA requirements over the two years preceding a facility's inspection date (labeled Historic Noncompliance Quarter). According to the NPDES codebook, this variable takes on values ranging from one to eight. However, in the actual data, this variable does not take on these values, but rather contains year-quarter entries (e.g., 20011, 20012, 20013, 20014) that do not correspond to the number of quarters a facility is in violation of CWA requirements in the manner described in the codebook and do not range from one to eight (even after removing the year from the variable entries).
  • 113
    • 76749125198 scopus 로고    scopus 로고
    • See Clean Water Data, supra note 90
    • See Clean Water Data, supra note 90.
  • 115
    • 0035213528 scopus 로고    scopus 로고
    • See, e.g., Riley E. Dunlap et al., Politics and Environment in America: Partisan and Ideological Cleavages in Public Support for Environmentalism, 10 ENVTL. POL. 23, 28-33 (2001) ;
    • See, e.g., Riley E. Dunlap et al., Politics and Environment in America: Partisan and Ideological Cleavages in Public Support for Environmentalism, 10 ENVTL. POL. 23, 28-33 (2001) ;
  • 116
    • 40849124145 scopus 로고    scopus 로고
    • David M. Konisky, Regulator Attitudes and the Environmental Race to the Bottom Argument, 18J. PUB. ADMIN. RES. & THEORY 321, 323 (2007) ; Eugene S. Uyeki & Lani J. Holland, Diffusion of Pro-Environment Attitudes?, 43 AM. BEHAV. SCIENTIST 646, 658-60 (2000).
    • David M. Konisky, Regulator Attitudes and the Environmental Race to the Bottom Argument, 18J. PUB. ADMIN. RES. & THEORY 321, 323 (2007) ; Eugene S. Uyeki & Lani J. Holland, Diffusion of Pro-Environment Attitudes?, 43 AM. BEHAV. SCIENTIST 646, 658-60 (2000).
  • 117
    • 76749110933 scopus 로고    scopus 로고
    • E-mail from Phillip Shotts, Research Assistant, University of Houston Law Center, to Author (Feb. 16, 2006, 2:11 CST) (on file with the author).
    • E-mail from Phillip Shotts, Research Assistant, University of Houston Law Center, to Author (Feb. 16, 2006, 2:11 CST) (on file with the author).
  • 118
    • 76749116470 scopus 로고    scopus 로고
    • See Jere Overdyke & Emily Buckles, Enviro Budget Contacts (May 17, 2006) (unpublished spreadsheet) (on file with author).
    • See Jere Overdyke & Emily Buckles, Enviro Budget Contacts (May 17, 2006) (unpublished spreadsheet) (on file with author).
  • 119
    • 76749134604 scopus 로고    scopus 로고
    • See Jere Overdyke, Flatt Research JCO Additions (May 17, 2006) (unpublished spreadsheet) (on file with author).
    • See Jere Overdyke, Flatt Research JCO Additions (May 17, 2006) (unpublished spreadsheet) (on file with author).
  • 120
    • 76749117435 scopus 로고    scopus 로고
    • For full breakdowns of the states' budgets from each year, see Flatt, Research Appendices, supra note 90 (follow links under State Budget Data) (last visited Oct. 2, 2009) [hereinafter State Budget Data];
    • For full breakdowns of the states' budgets from each year, see Flatt, Research Appendices, supra note 90 (follow links under "State Budget Data") (last visited Oct. 2, 2009) [hereinafter State Budget Data];
  • 121
    • 76749139762 scopus 로고    scopus 로고
    • Notre Dame Law Review, Research Appendices, supra note 90
    • Notre Dame Law Review, Research Appendices, supra note 90.
  • 122
    • 76749161196 scopus 로고    scopus 로고
    • E-mail from Ben Rhem, Research Assistant, University of Houston Law Center, to Author (Sept. 22, 2009, 18:01 CST) (on file with the author) [hereinafter Rhem E-mail].
    • E-mail from Ben Rhem, Research Assistant, University of Houston Law Center, to Author (Sept. 22, 2009, 18:01 CST) (on file with the author) [hereinafter Rhem E-mail].
  • 123
    • 76749086852 scopus 로고    scopus 로고
    • We obtained budget information from the following sources: Arizona Department of Environmental Quality; California Environmental Protection Agency; California State Library; Connecticut-Office of Policy and Management, Budget and Financial Management Division; Florida Department of Environmental Quality; Georgia Department of Natural Resources; Indiana Department of Environmental Management, Office of External Affairs; Kansas Department of Health and Environment; Maryland Department of Environment; North Carolina Department of Natural Resources and Environment, Budget and Planning; Ohio Environmental Protection Agency, Office of Fiscal Administration; Oregon Department of Environmental Quality; Texas Commission on Environmental Quality.
    • We obtained budget information from the following sources: Arizona Department of Environmental Quality; California Environmental Protection Agency; California State Library; Connecticut-Office of Policy and Management, Budget and Financial Management Division; Florida Department of Environmental Quality; Georgia Department of Natural Resources; Indiana Department of Environmental Management, Office of External Affairs; Kansas Department of Health and Environment; Maryland Department of Environment; North Carolina Department of Natural Resources and Environment, Budget and Planning; Ohio Environmental Protection Agency, Office of Fiscal Administration; Oregon Department of Environmental Quality; Texas Commission on Environmental Quality.
  • 124
    • 76749113237 scopus 로고    scopus 로고
    • See State Budget Data, supra note 101
    • See State Budget Data, supra note 101.
  • 125
    • 76749144467 scopus 로고    scopus 로고
    • See State Budget Data, supra note 101
    • See State Budget Data, supra note 101.
  • 126
    • 76749128754 scopus 로고    scopus 로고
    • For data corrections, see Flatt, Research Appendices, supra note 90;
    • For data corrections, see Flatt, Research Appendices, supra note 90;
  • 127
    • 76749130014 scopus 로고    scopus 로고
    • Notre Dame Law Review, Research Appendices, supra note 90
    • Notre Dame Law Review, Research Appendices, supra note 90.
  • 128
    • 76749113687 scopus 로고    scopus 로고
    • Glicksman & Earnhart, supra note 49, at 487
    • Glicksman & Earnhart, supra note 49, at 487.
  • 129
    • 76749088750 scopus 로고    scopus 로고
    • Id. at 483
    • Id. at 483.
  • 130
    • 76749138756 scopus 로고    scopus 로고
    • When we include such a variable in our CWA models, the permit modification variable fails to attain statistical significance anywhere near conventional levels
    • When we include such a variable in our CWA models, the permit modification variable fails to attain statistical significance anywhere near conventional levels.
  • 131
    • 84971750691 scopus 로고
    • Cooperative Regulatory Enforcement and the Politics of Administrative Effectiveness, 85 AM. POL
    • testing the corollary that Democrats will be less associated with cooperative enforcement than Republicans, See, e.g
    • See, e.g., John T. Scholz, Cooperative Regulatory Enforcement and the Politics of Administrative Effectiveness, 85 AM. POL SCI. REV. 115, 123 (1991) (testing "the corollary that Democrats will be less associated with cooperative enforcement than Republicans").
    • (1991) SCI. REV , vol.115 , pp. 123
    • Scholz, J.T.1
  • 132
    • 76749092966 scopus 로고    scopus 로고
    • William D. Berry et al., Measuring Citizen and Government Ideology in the American States, 1960-93, 42 AM. J. POL. SCI. 327, 330-31 (1998). These ideology scores have subsequendy been updated through 2006.
    • William D. Berry et al., Measuring Citizen and Government Ideology in the American States, 1960-93, 42 AM. J. POL. SCI. 327, 330-31 (1998). These ideology scores have subsequendy been updated through 2006.
  • 133
    • 76749143511 scopus 로고    scopus 로고
    • See Richard C. Fording, State Citizen & Government Ideology, http://www.uky.edu/-rford/stateideology.html (last visited Sept. 20, 2009) (containing updated ideology scores through 2007).
    • See Richard C. Fording, State Citizen & Government Ideology, http://www.uky.edu/-rford/stateideology.html (last visited Sept. 20, 2009) (containing updated ideology scores through 2007).
  • 134
    • 76749150305 scopus 로고    scopus 로고
    • Berry et al, supra note 110, at 330-31
    • Berry et al., supra note 110, at 330-31.
  • 135
    • 76749132401 scopus 로고    scopus 로고
    • Id. at 341-43
    • Id. at 341-43.
  • 136
    • 76749167890 scopus 로고    scopus 로고
    • As an alternative to the Berry et al. scores, we operationalized a measure of elite ideology based on the political party affiliation of a state's legislative and executive branches scored such that: 6, unified Democrat (governor and legislature, 5, Democratic governor, divided legislature, 4, Democratic governor, Republican legislature, 3, Republican governor, Democratic legislature, 2, Republican governor, divided legislature, 1, unified Republican governor and legislature, This information was collected from each state's legislative website, the website of the National Governor's Association, and individual contacts with the following agencies: Colorado Legislative Council Staff; Connecticut State Library; Kansas State Library; New Jersey State Library; Maryland Department of Legislative Services; State Library of Ohio; and New Mexico State Library. This alternative measure is correlated with the variable employed here at the 0.8 level. Substituting it for the measure utili
    • As an alternative to the Berry et al. scores, we operationalized a measure of elite ideology based on the political party affiliation of a state's legislative and executive branches scored such that: 6 = unified Democrat (governor and legislature), 5 = Democratic governor, divided legislature, 4 = Democratic governor, Republican legislature, 3 = Republican governor, Democratic legislature, 2 = Republican governor, divided legislature, 1 = unified Republican (governor and legislature). This information was collected from each state's legislative website, the website of the National Governor's Association, and individual contacts with the following agencies: Colorado Legislative Council Staff; Connecticut State Library; Kansas State Library; New Jersey State Library; Maryland Department of Legislative Services; State Library of Ohio; and New Mexico State Library. This alternative measure is correlated with the variable employed here at the 0.8 level. Substituting it for the measure utilized in this Article does not alter the substance of the results.
  • 137
    • 76749154809 scopus 로고    scopus 로고
    • The number of dummy variables accounting for the Standard Industrial Code clusters of facilities differs in the CAA and CWA models due to the fact that a smaller number of Standard Industrial Code clusters are applicable to facilities appearing in the CWA data
    • The number of dummy variables accounting for the Standard Industrial Code clusters of facilities differs in the CAA and CWA models due to the fact that a smaller number of Standard Industrial Code clusters are applicable to facilities appearing in the CWA data.
  • 138
    • 76749124681 scopus 로고    scopus 로고
    • The mean of the dependent variable in Table 1 is 903.8 (standard deviation = 15, 159.87; range = 0 to 792, 000). The data used in Table 1 include facilities that were assessed monetary penalties for violations of CWA regulatory requirements, as well as those facilities that were not assessed monetary penalties. The data contain 25, 282 unique observations of facilities, meaning that, on average, facilities appear in the data 3.93 times. To account for this nonindependence of observations, we estimate the regression model employing robust standard errors, clustered on facility.
    • The mean of the dependent variable in Table 1 is 903.8 (standard deviation = 15, 159.87; range = 0 to 792, 000). The data used in Table 1 include facilities that were assessed monetary penalties for violations of CWA regulatory requirements, as well as those facilities that were not assessed monetary penalties. The data contain 25, 282 unique observations of facilities, meaning that, on average, facilities appear in the data 3.93 times. To account for this nonindependence of observations, we estimate the regression model employing robust standard errors, clustered on facility.
  • 139
    • 84981567383 scopus 로고    scopus 로고
    • See generally, M. Arellano, Computing Robust Standard Errors for Within-Groups Estimators, 49 Oxford Bull. Econ. & Stat. 431 (1987) (explaining a formula for calculating robust standard errors).
    • See generally, M. Arellano, Computing Robust Standard Errors for Within-Groups Estimators, 49 Oxford Bull. Econ. & Stat. 431 (1987) (explaining a formula for calculating robust standard errors).
  • 140
    • 76749095729 scopus 로고    scopus 로고
    • See generally CHRISTOPHER H. ACHEN, INTERPRETING AND USING REGRESSION 18-34 (John L. Sullivan & Richard G. Niemi eds., 1982) (providing an overview of OLS regressions) ;
    • See generally CHRISTOPHER H. ACHEN, INTERPRETING AND USING REGRESSION 18-34 (John L. Sullivan & Richard G. Niemi eds., 1982) (providing an overview of OLS regressions) ;
  • 141
    • 76749104096 scopus 로고    scopus 로고
    • Damodar N. Gujarati & Dawn C. Porter, Basic Econometrics 55-80 (5th ed. 2009) (explaining the methodology behind and relative simplicity of the OLS regression model).
    • Damodar N. Gujarati & Dawn C. Porter, Basic Econometrics 55-80 (5th ed. 2009) (explaining the methodology behind and relative simplicity of the OLS regression model).
  • 142
    • 76749141182 scopus 로고    scopus 로고
    • The mean of the dependent variable in Table 2 is 2250.3 (standard deviation = 60, 139.4; range = 0 to 8, 000, 000). The data used in Table 2 include three facilities that were assessed monetary penalties for violations of CAA regulatory requirements, as well as those facilities that were not assessed monetary penalties. The data contain 15, 407 unique observations of facilides, meaning that, on average, facilities appear in the data 6.59 times. To control for the nonindependence of observations, we estimate the regression model udlizing robust standard errors, clustered on facility.
    • The mean of the dependent variable in Table 2 is 2250.3 (standard deviation = 60, 139.4; range = 0 to 8, 000, 000). The data used in Table 2 include three facilities that were assessed monetary penalties for violations of CAA regulatory requirements, as well as those facilities that were not assessed monetary penalties. The data contain 15, 407 unique observations of facilides, meaning that, on average, facilities appear in the data 6.59 times. To control for the nonindependence of observations, we estimate the regression model udlizing robust standard errors, clustered on facility.
  • 143
    • 76749116019 scopus 로고    scopus 로고
    • The mean of the dependent variable in Table 3 is 1.55 (standard deviation = 2.01; range = 0 to 8). The data used in Table 3 include facilities that were in violation of CAA regulatory requirements, as well as those facilities that were not in violation of CAA regulatory requirements. The data contain 25, 282 unique observations of facilities, meaning that, on average, facilities appear in the data 3.93 times. To account for this nonindependence of observations, we estimate the negative binomial regression model employing robust standard errors, clustered on facility.
    • The mean of the dependent variable in Table 3 is 1.55 (standard deviation = 2.01; range = 0 to 8). The data used in Table 3 include facilities that were in violation of CAA regulatory requirements, as well as those facilities that were not in violation of CAA regulatory requirements. The data contain 25, 282 unique observations of facilities, meaning that, on average, facilities appear in the data 3.93 times. To account for this nonindependence of observations, we estimate the negative binomial regression model employing robust standard errors, clustered on facility.
  • 144
    • 76749170136 scopus 로고    scopus 로고
    • The negative binomial regression model (NBRM) is preferable to the OLS regression model given the makeup of our dependent variable. The NBRM is distinct from the most obvious alternative, the Poisson model, in that the NBRM does not make the assumption that the variance is equal to the conditional mean of the dependent variable. Rather, the NBRM estimates a parameter, a, that accounts for the unobserved heterogeneity among observations in the data. In order to test for the appropriateness of the NBRM as compared with the Poisson model, we estimated a log likelihood test for overdispersion in the data, which indicates that the NBRM is the more appropriate modeling strategy. For a general discussion of the NBRM, see, for example, A. COLIN CAMERON & PRAVIN K. TRTVEDI, REGRESSION ANALYSIS OF COUNT DATA 70-77 (1998, discussing generally the use of the NBRM) and J. SCOTT LONG & JEREMY
    • The negative binomial regression model (NBRM) is preferable to the OLS regression model given the makeup of our dependent variable. The NBRM is distinct from the most obvious alternative, the Poisson model, in that the NBRM does not make the assumption that the variance is equal to the conditional mean of the dependent variable. Rather, the NBRM estimates a parameter, a, that accounts for the unobserved heterogeneity among observations in the data. In order to test for the appropriateness of the NBRM as compared with the Poisson model, we estimated a log likelihood test for overdispersion in the data, which indicates that the NBRM is the more appropriate modeling strategy. For a general discussion of the NBRM, see, for example, A. COLIN CAMERON & PRAVIN K. TRTVEDI, REGRESSION ANALYSIS OF COUNT DATA 70-77 (1998) (discussing generally the use of the NBRM) and J. SCOTT LONG & JEREMY FREESE, REGRESSION MODELS FOR CATEGORICAL AND LIMITED DEPENDENT VARIABLES USING STATA 372-75 (2d ed. 2005) (explaining the advantages of NBRM compared to the Poisson regression model).
  • 145
    • 76749084601 scopus 로고    scopus 로고
    • RECHTSCHAFFEN & MARKELL, supra note 13, at 251-52
    • RECHTSCHAFFEN & MARKELL, supra note 13, at 251-52.
  • 146
    • 76749091773 scopus 로고    scopus 로고
    • Id. at 251
    • Id. at 251.
  • 147
    • 76749149855 scopus 로고    scopus 로고
    • See E-mail from Joel Mintz, Professor of Law, Nova Southeastern University, to Author (Dec. 26, 2008, 2:11 EST) (on file with author).
    • See E-mail from Joel Mintz, Professor of Law, Nova Southeastern University, to Author (Dec. 26, 2008, 2:11 EST) (on file with author).
  • 148
    • 76749136551 scopus 로고    scopus 로고
    • Id
    • Id.
  • 149
    • 76749120306 scopus 로고    scopus 로고
    • See U. S. Sec. & Exch. Comm'n, Interactive Data for Financial Reporting, http://www.sec.gov/info/srnallbus/secg/interactivedata-secg.htm (last visited on Sept. 20, 2009).
    • See U. S. Sec. & Exch. Comm'n, Interactive Data for Financial Reporting, http://www.sec.gov/info/srnallbus/secg/interactivedata-secg.htm (last visited on Sept. 20, 2009).
  • 150
    • 76749110609 scopus 로고    scopus 로고
    • Sam Dillon, U. S. to Require States to Use a Single School Dropout Formula, N. Y. TIMES, Apr. 1, 2008, at A16.
    • Sam Dillon, U. S. to Require States to Use a Single School Dropout Formula, N. Y. TIMES, Apr. 1, 2008, at A16.
  • 151
    • 76749099143 scopus 로고    scopus 로고
    • See, e.g, Clean Water Data, supra note 90
    • See, e.g., Clean Water Data, supra note 90.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.