and dissenting in part), vacated for reh’g en banc, id. at 1403, district court judgment aff'd, 79 F.3d 478 (5th Cir.1996) (en banc); see also Arnold v. U.S. Dep’t of Interior, 213 F.3d 193, 197 (5th Cir.2000); Teague v. City of Flower Mound, 179 F.3d 377 (5th Cir.1999); Lowrey v. Texas A&M Univ. Sys., 117 F.3d 242, 247 (5th Cir.1997).
Likewise, our Circuit also has a policy that requires a subsequent panel to give deference under the law of the case doctrine to a holding of a prior panel in the same case. See, e.g., Beets v. Johnson, 180 F.3d 190 (5th Cir.1999) (applying law of the case doctrine to decline reconsideration of an issue decided in a previous appeal), cert. denied, — U.S. ——120 S.Ct. 946, 145 L.Ed.2d 822 (2000); Quest Medical, Inc. v. Apprill, 90 F.3d 1080, 1094 (5th Cir.1996); United States v. Singleton, 49 F.3d 129, 134 (5th Cir.); Griffin v. Box, 956 F.2d 89, 93 (5th Cir.1992). The law of the case doctrine should foreclose reconsideration of the quantum of the damages in this case and reconsideration of the issue of municipal liability under § 1983 for failure-to-train in this case. Law of the case is a prudential doctrine — -a principle that “issues once decided in a case that recur in later stages of the same case are not to be redetermined.” See Jack H. Freidenthal, Civil Procedure § 14.1 (2d ed.1993) (citing Allen D. Vestle, Law of the Case: Single Suit Preclusion, 1967 Utah L.Rev. 1). See generally Lincoln National Life Ins. Co. v. Roosth, 306 F.2d 110 (5th Cir.1962) (en bane). “As most commonly defined, the [law of the case] doctrine posits that when a court decides upon a rule of law, that decision should continue to govern the same issues in subsequent stages in the same case.” Arizona v. California, 460 U.S. 605, 618, 103 S.Ct. 1382, 1391, 75 L.Ed.2d 318 (1983).
Admittedly, both the rule of orderliness and the law of the case doctrine are prudential in nature and do not actually subtract from a court’s power to decide. But despite the prudential nature of these rules, this Court has consistently adhered to them. Moreover, while the circumstances in this case which resulted in Part VI(B) of Brown I being dropped out of the original panel’s decision in Brown II are somewhat peculiar and anomalous, I think the policies behind these rules justify their application in this case. First of all, the record in this case is identical in all material respects to the record presented to the panel in Brown I and Brown II, which the prior panel found insufficient to establish the .County’s liability for failure-to-train. Second, the procedural posture of this case is in all material respects identical. While the case has been appealed to the Supreme Court gnd remanded to the district court, the district court merely entered judgment as a matter of law on the basis of the jury findings without the benefit of any new evidence. Our task, therefore, remains the same as that presented in both Brown I and Brown II, which is to measure the adequacy of the trial record under the controlling legal standards. In this vein, the original panel’s determination that the record simply does not measure up may not be binding or. mandatory, but I see no basis for saying that the prior work by a three-member panel of this Court in a prior appeal involving the same issues, the same parties, the same record, and the same procedural posture is not entitled to any deference whatsoever. Indeed, such an approach is inconsistent with the prudential rules by which we govern ourselves as a collegiate court.
Unfortunately the current panel majority simply ignores both the existing Fifth Circuit precedent and our prudential rule of orderliness. In so doing, I think they err grievously. They obviously do not cite any en banc decision of this Circuit which changed or overruled the precedent established by Languirand, Rodriguez, and Fraire. Likewise, the current panel majority does not cite a Supreme Court case which holds that the requirement of our Circuit precedent of a pattern of prior incidents being necessary to establish de