This appeal arises from the products liability and toxic trespass claims of nine individuals who allege they were exposed to a virulent substance used as a pesticide in Florida. The district court granted summary judgment to the manufacturer of the substance and its related entities following the court’s exclusion of expert testimony under the principles of
Daubert v. Merrell Dow Pharmaceuticals, Inc.,
I. BACKGROUND
In May 1997, a Mediterranean fruit fly (“medfly”) was discovered in Florida. To protect the state’s agricultural industry from the harmful effects of a medfly infestation, the Florida Department of Agricul *1289 ture and Consumer Services (“FDACS”) and the United States Department of Agriculture (“USDA”) decided to engage in aerial and ground spraying of a mixture of protein bait and malathion, a pesticide, to eradicate the medflies. Consequently, FDACS and USDA purchased malathion under the trade name Fyfanon from its manufacturer Cheminova A/S. 1 The Fyfa-non was shipped from Cheminova’s plant in Denmark to the United States where it was deposited into storage facilities in Texas, Georgia, and Florida. The Fyfanon was then transported by Cheminova, Inc. from these storage sites to Tampa, Florida where FDACS and USDA officials mixed the malathion with .the protein bait and promptly sprayed the mixture over the Tampa metropolitan area and the surrounding counties. Shortly thereafter, certain individuals reported becoming seriously ill and subsequently brought this suit on behalf of themselves and others similarly situated in the State of Florida alleging, inter alia, products liability, negligence, and toxic trespass claims as a result of their exposure to the Fyfanon in the med-fly spray.
The theories of liability asserted by the putative class representatives 2 hinged on their allegations that the Fyfanon ultimately sprayed over Tampa was defective and caused their injuries. The specific defect they alleged was that the Fyfanon contained elevated levels of isomalathion due to improper storage. Isomalathion is a malathion derivative which renders malathion particularly toxic to humans. The putative cláss representatives maintained that, prior to its delivery to FDACS and USDA, Cheminova A/S and Cheminova, Inc. allowed the Fyfanon to be exposed to temperatures exceeding those recommended for safe storage, 3 which precipitated a chemical decomposition of the malathion that produced increased levels of isomalathion.
To prove these claims, the putative class representatives retained Dr. Jack Matson as an expert to reconstruct the temperatures to which the Fyfanon was exposed and to render an opinion as to the isomala-thion content in the Fyfanon ultimately used by FDACS and USDA over Tampa. Although Matson held a Ph.D. in chemical engineering and had previously worked with pesticides, he had no experience with malathion prior to being retained as an expert in this case. Matson issued reports on his findings in -October 2000, May 2001, and July 2002, and he opined a final conclusion in his January 2003 deposition. In the October 2000 report, he concluded that the Fyfanon was stored at temperatures exceeding 77 degrees Fahrenheit. He calculated these temperature figures by starting with national weather service temperature readings of the areas near the storage sites. He used the recorded high and low temperatures as the upper and lower limits of the probable temperature to which *1290 the Fyfanon was exposed; Then, on the basis of some evidence that the temperature inside the Texas storage facility was actually eighteen degrees higher than the ambient air temperature recorded by the weather service, 4 he added eighteen degrees to the upper limits of plausibility for each site. 5 Then, Matson averaged the upper and lower limits to arrive at the most probable temperature to which the Fyfanon was exposed. This figure was then input into an equation which calibrated the level of isomalathion as a function of time and temperature exposure. Matson utilized the same methodology to derive temperature data in his May 2001 report. In his July 2002 report, Matson also claimed that eighteen degrees should be added to the upper limit of plausibility, although his explanation for the increase in this report was based on his theory of temperature increases due to the radiant energy of the sun. Finally, in his January 2003 deposition, Matson again concluded that the Fyfanon was exposed to temperatures exceeding the recommended. 77 degrees Fahrenheit, although he based his conclusions on the autocatalytic effect that dimethyl , sulfide produces in malathion when it is stored for a certain period of time.
Following Matson’s deposition, Chemi-nova filed a motion to exclude expert testimony and a Daubert hearing ensued. At the conclusion of the five-day hearing, the district court excluded Matson because “the methodology by which he arrived at his ultimate conclusion is fundamentally flawed- because it is not based on ... sufficiently reliable data or facts.” R3-570 at 8. The district court found that “there is simply too great an analytical gap between the data relied on by Dr. Matson and his proffered opinions.” R3-570 at 8. In making this conclusion, the district court criticized Matson’s method of extrapolating temperature data from one site to another without making particularized findings which accounted for the differences in conditions and length of storage at each site. In addition, the district court faulted Matson for: (1) his lack of prior experience with malathion, (2) his failure to visit the Fyfanon storage sites, (3) his failure to consider the testimony of workers at the various storage facilities, and (4) his continued use of certain data in later reports that had been deemed unreliable. In discussing this fourth flaw in Matson’s methodology, the district court noted that the unreliability of his earlier data undermined his later calculations which used different methods but arrived at similar results. After making these observations, the district court added that there was no testimony that Matson’s method was tested, subjected to peer review, or generally accepted in the scientific community. Based on all of these findings, the district court granted Cheminova’s motion to exclude . Matson. In addition, the district court concluded that it necessarily followed that all the toxicology experts and treating physicians should be excluded as well because the relevance of them testimony depended on Matson’s findings. ■
*1291 Without the testimony of Matson or any other toxicology expert, the district court found that proof of causation was lacking. Particularly, the district court noted that the putative class representatives could not identify: (1) the isomalathion levels in the Fyfanon when it was ultimately delivered to FDACS and USDA, and (2) the level of isomalathion at which the Fyfanon becomes defective, i.e. toxic to humans. Because evidence of causation was lacking, the district court granted summary judgment in favor of Cheminova. In making this ruling, the district court also denied the class representatives’ request for a continuance to remedy the lack of causation evidence which resulted from the court’s exclusion of Matson.
The putative class representatives make four arguments on appeal. First, they argue that the district court erred by excluding Matson and their other experts. Second, they contend that, even without the testimony of these experts, summary judgment was improperly granted because they did submit sufficient evidence of causation. Third, they argue that the district court erred by refusing to grant a continuance following the exclusion of their experts. Fourth, they argue that the district court improperly construed the requirements of Fed.R.Civ.P. 23(c)(4)(A) and therefore erred by refusing to grant class certification. We will address each argument in turn.
II. DISCUSSION
A. Exclusion of Expert Testimony
We review a district court’s decision to exclude an expert’s testimony under an abuse of discretion standard.
See Kumho Tire Co. v. Carmichael,
The admission of expert evidence is governed by Federal Rule of Evidence 702,
6
as explained by
Daubert
and its progeny. Under Rule 702 and
Daubert,
district courts must act as “gatekeepiers” which admit expert testimony only if it is both reliable and relevant.
See Daubert,
In ascertaining reliability under the second
Daubert
prong, we have .identified several factors which can be considered: (1) whether the expert’s methodology can be tested; (2) whether the expert’s scientific technique has been subjected to peer review and publication; (3) whether the method has a known rate of error; (4) whether the technique is generally accepted by the scientific community.
Quiet Tech. DC-8, Inc.,
The putative class representatives argue, that Matson’s exclusion was improper for two reasons. First, they argue that the district court improperly based its determination on Matson’s general personal credibility, thereby assuming the role of the trier of fact. A thorough review of the record reveals that this objection is unfounded; the district court’s exclusion of . .Matson was grounded in its criticism of his--method, not his credibility. For example, the district court faulted Matson for his facile transposition of temperature data. from one site to another. Under Matson’s method, temperature data from the Texas storage site could be applied to the Georgia and Florida sites because storage conditions were supposedly similar and the sites were all in the same basic latitudinal range. Transposition of data based on such conjecture and rough approximation lacks the “intellectual rigor” required by
Daubert. Kumho Tire. Co.,
The putative class representatives’ second argument — that the district court improperly took issue with Matson’s data, and not his methodology — is equally without merit. While they suggest that the only methodology at issue was Matson’s use of an equation to determine isomala-thion levels, this argument belies the fact that Matson employed two methodologies: first, he employed certain methods of extrapolation and transposition to arrive at temperature data; and second, he inserted the temperature data into an equation to arrive at the level of isomalathion in the Fyfanon; As we have explained, the district court’s exclusion of Matson was based on its rejection of his methodology to dé-rive temperature data, not the data itself. Thus, the district court’s exclusion of Mat-son can be distinguished from a situation in which an exclusion is based on a district court’s refusal to credit hard data arrived at by unassailable methods.
See id.
at 1345 (rejecting the argument that an expert should be excluded because “the specific numbers that [he] used were wrong”). Here, the data Matson produced was driven by the methodology he used, and thus the district court’s inquiry into how he arrived at the data is not inappropriate considering that the district court is charged with evaluating an expert’s methodology.
See
Fed.R.Evid. 702 (requiring expert testimony to be the “product of reliable principles and methods”);
see also
*1294
id.
(requiring that an expert’s testimony is based on “sufficient ... data.”);
Joiner,
Based on the foregoing, we find the district court did not abuse its discretion by excluding Matson. Because the district court’s evaluation of Matson’s methodology stayed within the limits prescribed by
Daubert
and its' progeny, its exclusion of Matson was not “manifestly erroneous.”
Quiet Tech. DC-8, Inc.,
B. Grant of Summary Judgment
“We review
de novo
a district court’s grant of summary judgment, applying the same legal standards as the district court.”
McCorvey,
The district court granted summary judgment as to the negligence claims and the strict products liability claims because there was no evidence that the Fyfanon used in the medfly spray caused the putative class representatives’ injuries. The class representatives argue that summary judgment was improperly granted because, even without the testimony of Matson and the toxicologists, they could still meet their burden on the causation element through the testimony of the treating physicians who, through differential diagnoses, 8 could testify that the most likely cause of the class representatives’ injuries was exposure to Fyfanon.
This argument is insufficient to prevent summary judgment on two
*1295
grounds. First, as we have explained, without Matson’s evidence that the Fyfa-non was defective or negligently stored because it contained elevated levels of iso-malathion, the testimony of the treating physicians is irrelevant. To establish causation sufficient for a negligence claim in a products liability case, the plaintiff must prove by a preponderance of the evidence that his injury was proximately caused by the manufacturer’s breach of its duty to produce a product reasonably safe for use.
See Indem. Ins. Co. of N. Am. v. Am. Aviation Inc.,
Second, assuming
arguendo
that evidence of a defect or negligence could have been sufficiently proved to restore the relevance of the treating physicians’ testimony, or that the putative class representatives were entitled to a presumption that the Fyfanon was defective under the principles of
Cassisi v. Maytag Co.,
Without the expert testimony of Matson, the toxicologists, and the treating physicians, proof that defective Fyfanon caused the injuries alleged by the putative class representatives was lacking. Accordingly, because the putative class representatives failed to make a sufficient showing for an element on which they had the burden of
*1296
proof, the district court properly granted summary judgment in favor of Cheminova.
See Celotex Corp.,
C. Refusal to Grant Continuance
We review a district court’s denial of a motion for a continuance under an abuse of discretion standard.
See Quiet Tech. DC-8, Inc.,
Based on these factors, we find that the district court did not abuse its discretion by refusing to grant a continuance. We find that the first factor favors Cheminova because the class representatives’ sole reliance on Matson to prove the isomalathion levels in the Fyfanon did not represent the kind of diligence in trial preparation that merits a continuance.
See Weisgram v. Marley Co.,
D. Refusal to Certify Class Action
Finally, the putative class representatives argue that the district court improperly denied their request for class certification under Fed.R.Civ.P. 23(c)(4)(A). Because we have found that summary judgment was properly granted as to the underlying claims of the class representatives, the issue of class certification is moot.
See Telfair v. First Union Mortgage Corp.,
III. CONCLUSION
We have previously noted that “[tjoxic tort cases ... are won or lost on the strength of the scientific evidence presented to prove causation.”
Rider,
Notes
.Cheminova A/S, Cheminova, Inc., and Auriga Industries A/S are the three Defendants-appellees (collectively “Cheminova”) in this appeal. Cheminova A/S is a Danish company that manufactures pesticides. Cheminova, Inc. is a New Jersey corporation which is wholly-owned by Cheminova A/S and is responsible for sales and distribution of Chemi-nova A/S products in the United States. Cheminova A/S, in turn, is wholly-owned by Auriga Industries A/S, a Danish company.
. In a July 2001 order, the district court refused to certify a class action pursuant to Fed.R.Civ.P. 23(c)(4)(A) on the issue of whether Cheminova delivered defective Fyfanon to FDACS and USDA. The propriety of that order is before us in this appeal in addition to the district court’s exclusion of expert witnesses and its grant of summary judgment.
. The United States Environmental Protection Agency label on Fyfanon containers indicates that Fyfanon should not be stored at temperatures exceeding 77 degrees Fahrenheit.
. Matson derived the eighteen degree differential based on information he received that some of the barrels in which the Fyfanon was being stored at the Texas site were melting. Matson researched the temperature at which the plastic in the barrels melted, subtracted the ambient temperature reported by the weather service reports, and found the difference to be eighteen degrees.
. Matson did not visit each storage site or account for differences in the way Fyfanon was-stored at each site. Accordingly, his decision to increase the upper limit for all the sites was based on his conjecture that the storage methods and atmospheric conditions at each site were similar. Evidence in the record demonstrated, however, that temperature, length of storage, and storage conditions varied at each storage site.
. Rule 702 provides:
If scientific, technical, or other' specialized knowledge will assist the trier of fact to understand the evidence or to determine a fact in issue, a witness qualified as an expert by knowledge, skill, experience, training, or education, may testify thereto in the form of an opinion or otherwise, if (1) the testimony is based upon sufficient facts or data, (2) the testimony is the product of reliable principles and methods, and (3) the witness has applied the principles and methods reliably to the facts of the case.
Fed.R.Evid. 702.
. We note that the argument made by the putative class representatives misconstrues the difference between a district court’s evaluation of an expert's reliability, which is required by
Daubert,
and an expert's believability or persuasiveness, which is reserved for the trier of fact,
see Quiet Tech. DC-8, Inc.,
. Differential diagnosis is a process by which a physician systematically eliminates possible causes of a patient’s ailment to arrive at its most probable cause.
. Under Florida products liability law, a jury may infer the product in question is defective at both the time of the injury and at the time of sale if it (1) malfunctions (2) during normal operation.
See Cassisi,
