EMILIO M. GARZA, Circuit Judge:
Mobil Exploration and Producing U.S., Inc. (“Mobil”), sued Cajun Construction Services, Inc. (“Cajun”), to recover money paid to Cajun for deliveries of limestone, alleging that Cajun had short-loaded those deliveries. After a bench trial, the district court found in favor of Cajun and dismissed Mobil’s suit with prejudice. Mobil appeals the judgment, and we reverse and remand.
I
For seven years, Cajun supplied Mobil with limestone for its operations in southern Louisiana. Mobil ordered the limestone in fourteen-cubie-yard or twenty-four-cubie-yard loads.
Cajun billed Mobil by the yard, and Mobil paid Cajun’s bills.
Mobil later received information suggesting that Cajun had loaded the deliveries of limestone short, and Mobil then conducted an audit of Cajun’s records to determine whether Cajun had delivered the proper quantities of limestone. Mobil discovered that Cajun had discarded all the primary documents that identified specifically each load delivered to Mobil; only the records of Cajun’s purchases from its own suppliers were available. Mobil analyzed those supplier records, determined the weights and corresponding cubic yardages of Cajun’s purchases, and also attempted to correlate those purchases from suppliers with deliveries to Mobil. Based on this analysis, Mobil concluded that Cajun had short-loaded its deliveries to Mobil, and, when Cajun did not refund the value of the claimed shortfall, Mobil sued Cajun for the alleged overpayments.
At trial, Mobil introduced evidence that it ordered limestone from Cajun in either fourteen-yard or twenty-four-yard quantities.
Mobil then introduced evidence of over 3400 loads of limestone that Cajun had obtained at third-party suppliers both for its own uses and for deliveries to customers. That evidence included scale tickets indicating the actual weight of the limestone that Cajun had loaded into its trucks. The evidence also suggested that the average load for Cajun’s large trucks used for deliveries to Mobil and other Cajun customers was less than twenty-four cubic yards, and that the average load for Cajun’s small trucks was less than fourteen cubic yards. Mobil also introduced evidence that Cajun loaded its trucks at its own yards in the same manner that it loaded its trucks at the third-party suppliers. In response, Cajun introduced evidence that it routinely loaded its trucks by using a front-end loader with a “3-yard bucket” and counted the number of buckets to ensure proper loading.
Rather than relying solely on its proffered evidence of Cajun’s routine practice of loading its trucks short, Mobil further attempted to prove by correlation that Cajun had directly delivered to Mobil from the third-party suppliers.
In response, Cajun offered testimony to show that it routinely delivered from its own yards to its customers and not from third-party suppliers. Further, Tommy Angelle, Cajun’s co-owner, attempted to show by correlation that the third-party loads which Mobil believed it had received had actually gone to other Cajun customers.
Cajun also offered testimony from its own truck drivers and a Mobil contractor suggests ing that Cajun typically loaded the deliveries for Mobil properly from its own yards. Because Cajun had discarded its records of the individual loads, neither Mobil nor Cajun could show directly which loads went to Mobil sites and how much those loads had contained.
After the bench trial, the district court concluded that Mobil had not proven that Cajun had short-loaded deliveries of limestone to Mobil sites. Consequently, the district court dismissed Mobil’s suit with prejudice. Mobil appeals, arguing that the district court erred by 1) refusing to consider its proffered evidence of the manner in which Cajun routinely loaded its trucks, and 2) holding Mobil to an improperly high Stan
dard in its proof of its entitlement to and amount of damages.
II
Mobil argues that the district court erred in its analysis of the law applicable to its suit. First, Mobil contends that the district court failed to consider evidence, as required by Federal Rule of Evidence 406, of Cajun’s routine practice of loading its trucks in a particular manner. Next, Mobil asserts that the district court imposed an improperly high standard for Mobil’s proof of damages.
Mobil argues that the district court’s finding that Cajun had not short-loaded its deliveries of limestone to Mobil is legally erroneous. Although we ordinarily review the trial court’s findings of fact for clear error,
Anderson v. City of Bessemer City,
470 U.S. 564, 573-75, 105 S.Ct. 1504, 1511-12, 84 L.Ed.2d 518 (1985), a judgment based on a factual finding derived from an incorrect understanding of substantive law must be reversed.
Fuji Photo Film Co. v. Shinohara Shoji Kabushiki Kaisha,
754 F.2d 591, 597 (1985).
Mobil first asserts that the trial court erred in refusing to consider its proof of Cajun’s routine practice of loading its trucks in a particular manner. Habit evidence is relevant to prove that a business acted in a certain way. Fed.R.Evid. 406.
Evidence of the habit of a person or of the routine practice of an organization, whether corroborated or not and regardless of the presence of eyewitnesses, is relevant to prove that the conduct of the person or organization on a particular occasion was in conformity with the habit or routine practice.
Id.; see also McCormick on Evidence
§ 195, at 351 (John W. Strong ed., 4th ed. 1992) (explaining that habit or routine practice “denotes one’s regular response to a repeated situation”). “Rule 406 allows the introduction of evidence of the habit of a person for the purpose of proving that the person acted in conformity with his habit on a particular occasion.”
Reyes v. Missouri Pac. R. Co.,
589 F.2d 791, 794 (5th Cir.1979) (footnote omitted). Moreover, evidence of a routine practice is highly probative,
and persuasive.
Loughan,
749 F.2d at 1524. It is particularly persuasive in the business context because “the need for regularity in business and the organizational sanctions which may exist when employees deviate from the established procedures give extra guarantees that the questioned activity followed the usual custom.”
McCormick on Evidence
§ 195, at 351.
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EMILIO M. GARZA, Circuit Judge:
Mobil Exploration and Producing U.S., Inc. (“Mobil”), sued Cajun Construction Services, Inc. (“Cajun”), to recover money paid to Cajun for deliveries of limestone, alleging that Cajun had short-loaded those deliveries. After a bench trial, the district court found in favor of Cajun and dismissed Mobil’s suit with prejudice. Mobil appeals the judgment, and we reverse and remand.
I
For seven years, Cajun supplied Mobil with limestone for its operations in southern Louisiana. Mobil ordered the limestone in fourteen-cubie-yard or twenty-four-cubie-yard loads.
Cajun billed Mobil by the yard, and Mobil paid Cajun’s bills.
Mobil later received information suggesting that Cajun had loaded the deliveries of limestone short, and Mobil then conducted an audit of Cajun’s records to determine whether Cajun had delivered the proper quantities of limestone. Mobil discovered that Cajun had discarded all the primary documents that identified specifically each load delivered to Mobil; only the records of Cajun’s purchases from its own suppliers were available. Mobil analyzed those supplier records, determined the weights and corresponding cubic yardages of Cajun’s purchases, and also attempted to correlate those purchases from suppliers with deliveries to Mobil. Based on this analysis, Mobil concluded that Cajun had short-loaded its deliveries to Mobil, and, when Cajun did not refund the value of the claimed shortfall, Mobil sued Cajun for the alleged overpayments.
At trial, Mobil introduced evidence that it ordered limestone from Cajun in either fourteen-yard or twenty-four-yard quantities.
Mobil then introduced evidence of over 3400 loads of limestone that Cajun had obtained at third-party suppliers both for its own uses and for deliveries to customers. That evidence included scale tickets indicating the actual weight of the limestone that Cajun had loaded into its trucks. The evidence also suggested that the average load for Cajun’s large trucks used for deliveries to Mobil and other Cajun customers was less than twenty-four cubic yards, and that the average load for Cajun’s small trucks was less than fourteen cubic yards. Mobil also introduced evidence that Cajun loaded its trucks at its own yards in the same manner that it loaded its trucks at the third-party suppliers. In response, Cajun introduced evidence that it routinely loaded its trucks by using a front-end loader with a “3-yard bucket” and counted the number of buckets to ensure proper loading.
Rather than relying solely on its proffered evidence of Cajun’s routine practice of loading its trucks short, Mobil further attempted to prove by correlation that Cajun had directly delivered to Mobil from the third-party suppliers.
In response, Cajun offered testimony to show that it routinely delivered from its own yards to its customers and not from third-party suppliers. Further, Tommy Angelle, Cajun’s co-owner, attempted to show by correlation that the third-party loads which Mobil believed it had received had actually gone to other Cajun customers.
Cajun also offered testimony from its own truck drivers and a Mobil contractor suggests ing that Cajun typically loaded the deliveries for Mobil properly from its own yards. Because Cajun had discarded its records of the individual loads, neither Mobil nor Cajun could show directly which loads went to Mobil sites and how much those loads had contained.
After the bench trial, the district court concluded that Mobil had not proven that Cajun had short-loaded deliveries of limestone to Mobil sites. Consequently, the district court dismissed Mobil’s suit with prejudice. Mobil appeals, arguing that the district court erred by 1) refusing to consider its proffered evidence of the manner in which Cajun routinely loaded its trucks, and 2) holding Mobil to an improperly high Stan
dard in its proof of its entitlement to and amount of damages.
II
Mobil argues that the district court erred in its analysis of the law applicable to its suit. First, Mobil contends that the district court failed to consider evidence, as required by Federal Rule of Evidence 406, of Cajun’s routine practice of loading its trucks in a particular manner. Next, Mobil asserts that the district court imposed an improperly high standard for Mobil’s proof of damages.
Mobil argues that the district court’s finding that Cajun had not short-loaded its deliveries of limestone to Mobil is legally erroneous. Although we ordinarily review the trial court’s findings of fact for clear error,
Anderson v. City of Bessemer City,
470 U.S. 564, 573-75, 105 S.Ct. 1504, 1511-12, 84 L.Ed.2d 518 (1985), a judgment based on a factual finding derived from an incorrect understanding of substantive law must be reversed.
Fuji Photo Film Co. v. Shinohara Shoji Kabushiki Kaisha,
754 F.2d 591, 597 (1985).
Mobil first asserts that the trial court erred in refusing to consider its proof of Cajun’s routine practice of loading its trucks in a particular manner. Habit evidence is relevant to prove that a business acted in a certain way. Fed.R.Evid. 406.
Evidence of the habit of a person or of the routine practice of an organization, whether corroborated or not and regardless of the presence of eyewitnesses, is relevant to prove that the conduct of the person or organization on a particular occasion was in conformity with the habit or routine practice.
Id.; see also McCormick on Evidence
§ 195, at 351 (John W. Strong ed., 4th ed. 1992) (explaining that habit or routine practice “denotes one’s regular response to a repeated situation”). “Rule 406 allows the introduction of evidence of the habit of a person for the purpose of proving that the person acted in conformity with his habit on a particular occasion.”
Reyes v. Missouri Pac. R. Co.,
589 F.2d 791, 794 (5th Cir.1979) (footnote omitted). Moreover, evidence of a routine practice is highly probative,
and persuasive.
Loughan,
749 F.2d at 1524. It is particularly persuasive in the business context because “the need for regularity in business and the organizational sanctions which may exist when employees deviate from the established procedures give extra guarantees that the questioned activity followed the usual custom.”
McCormick on Evidence
§ 195, at 351.
To obtain a Rule 406 inference of the routine practice of a business, a plaintiff must show a sufficient number of specific instances of conduct to support that inference.
Reyes,
589 F.2d at 795 (“Although a precise formula cannot be proposed for determining when the behavior may become so consistent as to rise to the level of habit, ‘adequacy of sampling and uniformity of response’ are controlling considerations.” (quoting FedJEt.Evid. 406 adv. comm. notes)).
Evidence of the defendant’s actions
on only a few occasions or only in relation to the plaintiff are not enough;
the plaintiff must show regularity over substantially all occasions or with substantially all other parties with whom the defendant has had similar business transactions.
In this case, Mobil provided invoices for over 3400 of Cajun’s loads of limestone obtained from third-party suppliers. Mobil introduced evidence to show that Cajun invariably loaded its trucks in the same manner and to the same level when Cajun obtained limestone from a third-party supplier. Mobil provided weight scale tickets showing that Cajun typically loaded either approximately fourteen-ton or twenty-five-ton loads at third-party suppliers.
Cajun’s own witnesses testified that they loaded their trucks to the same level at Cajun’s own yards as they did at the third-party yards.
Mobil offered this evidence to show that, if Cajun always loaded its trucks in the same manner, and the third-party loads always held less than fourteen yards or twenty-four yards, then the loads from Cajun’s yards must also have held less than fourteen or twenty-four yards, depending on the size load ordered. Yet the district court refused to consider this evidence in determining whether Cajun had short-loaded its trucks when it made deliveries to Mobil. When Mobil presented its evidence and attempted to explain the purpose and function of habit evidence, the district court responded:
The court can’t render a judgment, Mr. Arceneaux [Mobil’s attorney], against somebody for a sum certain of money based on something that is predicated upon a habit.
Other statements by the district court similarly indicate that the district court would not accept evidence of routine practice as support for Mobil’s allegations.
The district court refused to consider the inference properly raised by Mobil that, if Cajun routinely loaded all of its deliveries short, Cajun must also have short-loaded its deliveries to Mobil. Instead, the district court allowed Mobil to use its evidence of routine practice only “to show what the average small truckload or the average large truckload used by Cajun was, how many yards it contained.” What the district court did not allow Mobil to use its evidence to prove was that because
those average small and large truckloads were less than fourteen or twenty-four cubic yards, respectively, then Cajun in compliance with its routine practice must have loaded less than fourteen or twenty-four cubic yards when it delivered to Mobil.
Moreover, instead of allowing Mobil to satisfy the Rule 406 requirement that Mobil demonstrate Cajun’s routine practice with evidence of loads to all destinations, not merely those to Mobil, the district court held that evidence of transactions not positively traceable as being deliveries to Mobil was irrelevant.
Accordingly, because the district court failed to apply Rule 406 properly,
we must reverse. On remand, the district court should consider Mobil’s evidence under Rule 406 and determine, in light of
all
the evidence, including Mobil’s Rule 406 evidence, whether Mobil has established Cajun’s routine practice for loading its trucks, and, if so, what implications that determination creates for the ultimate fact issues.
Mobil further contends that the district court erred in deciding that, because Mobil could not prove by direct evidence that loads to Mobil had been short-loaded, Mobil could not sufficiently prove any damages. The district court stated in its decision that “[t]he documentation simply is not there for Mobil to rebut the testimony of Mr. Angelle, Cajun’s truckdrivers, and Mr. Lamy” who testified that, because Cajun used a front-end loader with a “3-yard bucket” and routinely delivered from its own yards to its customers, it must have used the “3-yard bucket” method and delivered to Mobil from its own yards. The district court held that even if Mobil demonstrated how Cajun routinely loaded limestone irrespective of who the final customer was, Mobil must “further show that they did the same thing when they delivered to Mobil.” Under Louisiana law, the plaintiff must prove damages with reasonable certainty,
but this merely means that the plaintiff
must prove damages by a preponderance of the evidence as in other civil contexts.
A plaintiff may prove a business’ conduct with habit evidence alone; direct evidence is not necessarily required.
Loughan v. Firestone Tire & Rubber Co.,
749 F.2d 1519, 1523 (11th Cir.1985) (“Evidence of habit or routine is to be weighed and considered by the trier of fact in the same manner as any other type of direct or circumstantial evidence.”). “[S]ueh [habit] evidence, when substantial, allows the trier of facts to infer that the habit was conformed with on a particular occasion.”
Id.
Accordingly, if the district court determines on remand that Mobil has proven that Cajun had a routine practice of short-loading its trucks at both third-party suppliers and its own yards by a preponderance of the evidence, the district court can infer, without any additional evidence, that Cajun loaded its deliveries to Mobil according to that routine practice. If the district court determines further that the routine practice resulted in short loads, the district court can infer additionally the extent to which the loads delivered to Mobil by Cajun were short.
Cajun argues that Mobil’s proffered basis for damages is insufficient under
Martin v. T.L. James & Co.,
237 La. 633, 112 So.2d 86 (1959). We disagree. In
Martin,
the Louisiana Supreme Court rejected an attempt to prove shortages in deliveries because:
The method employed by the defendant in arriving at the amounts of the claimed shortages is simply to take the total figures supplied to it by the Department of Highways of materials used in the road project, and deduct the amount of materials bought from and supplied by a number of other suppliers, and then by a complicated system of allowances for moisture content, stockpile losses, recoveries from a cave in, it comes up with a figure which represents the amount of material supplied by [the plaintiff], and thereby determines his shortage.... [T]here is nothing to convince this Court that the measurements of material supplied by such parties were any more accurate than those made by [the plaintiff].
Id.
112 So.2d at 94. Thus, the court in
Martin
ruled that the defendant had not proven entitlement to damages because it failed to take into account that other suppliers could have caused the alleged shortages.
In this case, Cajun was Mobil’s only limestone supplier. Therefore, if Mobil has proven shortages in limestone deliveries, Cajun can be the only supplier responsible, and
Martin
is distinguishable on its facts. Moreover,
Martin
has no bearing on the issue of whether a party can use evidence of a routine practice to establish under Rule 406 an entitlement to damages because the method of proof offered in
Martin
did not involve Rule 406 evidence and was substantially different from that offered in this case. As explained above, a party can use Rule 406 evidence to establish damages, and
Martin
does not alter that rule. Consequently,
Martin
does not control the outcome of this issue, and Cajun’s argument has no merit.
Ill
For the foregoing reasons, we REVERSE the judgment of the district court and REMAND for further consideration consistent with this opinion.