Cohen, J.
Soon after becoming one of the principal organizers of a campaign to unionize mid-level managers at the Boston Water and Sewer Commission (BWSC), Richard Fowler, a BWSC employee for nearly twenty years, was demoted and subsequently fired. He filed a charge with the Labor Relations [97]*97Commission (commission) contending that the BWSC’s actions were taken in retaliation for his involvement in protected activity, in violation of G. L. c. 150E, § 10(a)(1), (2) and (3). The commission investigated, issued a complaint of prohibited practice, and referred the matter to a hearing officer. After a five-day hearing, the hearing officer issued recommended findings of fact that were favorable to Fowler; however, even though the commission largely adopted the hearing officer’s findings, it ultimately determined that Fowler had failed to prove an essential element of his case: that BWSC senior staff knew that Fowler was engaged in union activity. The commission therefore dismissed the complaint.
Fowler appeals from the commission’s decision, contending that the commission misapplied the law by requiring him to prove employer knowledge by “direct evidence” and by failing to consider circumstantial proof on this issue, including evidence that the BWSC’s asserted reasons for its adverse actions were a pretext. He also argues that the hearing officer’s recommended findings of fact included a finding of employer knowledge and that the commission failed to explain its rejection of that finding as required by the State administrative procedure act. See G. L. c. 30A, § 11(8). We agree that the commission’s decision was based on an erroneous view of the law and remand the case for consideration under the proper legal framework.
Although appellate review of the commission’s findings is limited to an examination of the record to ascertain if the findings are supported by substantial evidence, we review the legal standards employed by the commission for error of law without deference to its decision. See, e.g., Boston Police Superior Officers Fedn. v. Labor Relations Commn., 410 Mass. 890, 892 (1991); School Comm. of Boston v. Labor Relations Commn., 40 Mass. App. Ct. 327, 328-329 (1996). We begin by reiterating the elements of a prima facie case of discrimination based on protected activities before addressing the specific issues presented here.
In a protected activities case, the charging party must produce evidence to support the conclusion that (1) the employee engaged in concerted activity as defined by G. L. c. 150E, § 2; (2) the employer knew of this activity; (3) the employer took adverse action against the employee; and (4) the adverse action was [98]*98motivated by the employer’s desire to penalize or discourage the protected activity. School Comm. of Boston v. Labor Relations Commn., supra at 329 & n.5. In this case, it was not disputed that Fowler’s union organizing activities, which began in January, 1996, constituted protected concerted activity; nor was it disputed that thereafter the BWSC took adverse action against Fowler by demoting him from deputy superintendent of sewer operations to safety manager in July, 1996, and terminating his employment in October, 1996. The only issues in contention were employer knowledge and motivation.
With respect to employer knowledge, Fowler took the position that his organizing activities were conducted publicly and must have been known to the BWSC’s executive director, Vincent Mannering, if not from Mannering’s own observations or his discussions with other members of the senior staff,2 then through information received from Mannering’s longtime personal friend, Joseph Crossen. Crossen was a BWSC safety engineer who, in mid-1996, became a deputy superintendent of water and sewer with direct oversight over Fowler after his demotion to safety manager.
As elaborated in the margin, the commission made findings to the effect that Crossen served as a conduit of information to Mannering,3 that Crossen and others close to Mannering, such as chief of staff Jay Porter, knew that union activities were afoot,4 that Crossen closely supervised Fowler,5 and that [99]*99Fowler’s union activities were open and well-known in the workplace.6 The commission also concluded, as had the hearing officer, that Mannering and Crossen were not credible when they denied knowing of Fowler’s role in the campaign.
Nevertheless, the commission declined to infer that Manner-ing and Crossen knew of Fowler’s union organizing, observing that there was no direct evidence that Crossen knew of Fowler’s involvement in the organizing drive, and that no inference of employer knowledge could arise merely from disbelief of Man-nering’s and Crossen’s testimony. The commission explained that “[i]f Crossen’s knowledge of Fowler’s activity was proven by direct evidence, we could infer that he shared his knowledge of Fowler’s role in the organizing drive by the fact that he told Porter that the employees were organizing a union.” However, absent such direct evidence, the commission assumed that it could not infer that Crossen possessed knowledge of Fowler’s role. This assumption led the commission to conclude that it would be “mere suspicion or speculation” to find employer knowledge on the record before it. It therefore dismissed the complaint on that basis, without considering the remaining element of Fowler’s prima facie case — employer motivation.
Fowler does not disagree that, without more, disbelief of Mannering and Crossen did not establish the opposite of their testimony. See, e.g., Prescott v. Board of Appeal on Motor [100]*100Vehicle Liab. Policies & Bonds, 42 Mass. App. Ct. 36, 38 & n.4 (1997); Hopping v. Whirlaway, Inc., 37 Mass. App. Ct. 121, 126 (1994); Atkinson v. Rosenthal, 33 Mass. App. Ct. 219, 224 (1992). His quarrel is with the commission’s assumption that he needed to introduce direct evidence that Crossen knew of his union activity as a legal predicate to a finding of employer knowledge. We agree with Fowler that the commission was mistaken on this point.
In cases arising under G. L. c. 150E, we may look for guidance, as did the commission, to Federal decisions applying the parallel provisions of the National Labor Relations Act (NLRA), 29 U.S.C. §§ 151 et seq. (1994). See Service Employees Intl. Union, Local 509 v. Labor Relations Commn., 431 Mass. 710, 713-714 (2000); Burlington v. Labor Relations Commn., 17 Mass. App. Ct. 402, 405 (1984). Cases decided under the NLRA establish, as a general principle, that employer knowledge of employee union activities may be found from circumstantial evidence from which a reasonable inference of knowledge may be drawn. See, e.g., FPC Holdings, Inc. v. NLRB., 64 F.3d 935, 943 (4th Cir. 1995); Montgomery Ward & Co., 316 N.L.R.B. 1248, 1253 (1995), enforced, 97 F.3d 1448 (4th Cir. 1996); Regional Home Care, Inc., 329 N.L.R.B. 85, 85-86 (1999). An inference of knowledge may be “based on such circumstantial evidence as the timing of the alleged discriminatory actions; the [employer’s] general knowledge of its employees’ union activities; the [employer’s] animus against the Union; and the pretextual reasons given for the adverse personnel actions.”
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Cohen, J.
Soon after becoming one of the principal organizers of a campaign to unionize mid-level managers at the Boston Water and Sewer Commission (BWSC), Richard Fowler, a BWSC employee for nearly twenty years, was demoted and subsequently fired. He filed a charge with the Labor Relations [97]*97Commission (commission) contending that the BWSC’s actions were taken in retaliation for his involvement in protected activity, in violation of G. L. c. 150E, § 10(a)(1), (2) and (3). The commission investigated, issued a complaint of prohibited practice, and referred the matter to a hearing officer. After a five-day hearing, the hearing officer issued recommended findings of fact that were favorable to Fowler; however, even though the commission largely adopted the hearing officer’s findings, it ultimately determined that Fowler had failed to prove an essential element of his case: that BWSC senior staff knew that Fowler was engaged in union activity. The commission therefore dismissed the complaint.
Fowler appeals from the commission’s decision, contending that the commission misapplied the law by requiring him to prove employer knowledge by “direct evidence” and by failing to consider circumstantial proof on this issue, including evidence that the BWSC’s asserted reasons for its adverse actions were a pretext. He also argues that the hearing officer’s recommended findings of fact included a finding of employer knowledge and that the commission failed to explain its rejection of that finding as required by the State administrative procedure act. See G. L. c. 30A, § 11(8). We agree that the commission’s decision was based on an erroneous view of the law and remand the case for consideration under the proper legal framework.
Although appellate review of the commission’s findings is limited to an examination of the record to ascertain if the findings are supported by substantial evidence, we review the legal standards employed by the commission for error of law without deference to its decision. See, e.g., Boston Police Superior Officers Fedn. v. Labor Relations Commn., 410 Mass. 890, 892 (1991); School Comm. of Boston v. Labor Relations Commn., 40 Mass. App. Ct. 327, 328-329 (1996). We begin by reiterating the elements of a prima facie case of discrimination based on protected activities before addressing the specific issues presented here.
In a protected activities case, the charging party must produce evidence to support the conclusion that (1) the employee engaged in concerted activity as defined by G. L. c. 150E, § 2; (2) the employer knew of this activity; (3) the employer took adverse action against the employee; and (4) the adverse action was [98]*98motivated by the employer’s desire to penalize or discourage the protected activity. School Comm. of Boston v. Labor Relations Commn., supra at 329 & n.5. In this case, it was not disputed that Fowler’s union organizing activities, which began in January, 1996, constituted protected concerted activity; nor was it disputed that thereafter the BWSC took adverse action against Fowler by demoting him from deputy superintendent of sewer operations to safety manager in July, 1996, and terminating his employment in October, 1996. The only issues in contention were employer knowledge and motivation.
With respect to employer knowledge, Fowler took the position that his organizing activities were conducted publicly and must have been known to the BWSC’s executive director, Vincent Mannering, if not from Mannering’s own observations or his discussions with other members of the senior staff,2 then through information received from Mannering’s longtime personal friend, Joseph Crossen. Crossen was a BWSC safety engineer who, in mid-1996, became a deputy superintendent of water and sewer with direct oversight over Fowler after his demotion to safety manager.
As elaborated in the margin, the commission made findings to the effect that Crossen served as a conduit of information to Mannering,3 that Crossen and others close to Mannering, such as chief of staff Jay Porter, knew that union activities were afoot,4 that Crossen closely supervised Fowler,5 and that [99]*99Fowler’s union activities were open and well-known in the workplace.6 The commission also concluded, as had the hearing officer, that Mannering and Crossen were not credible when they denied knowing of Fowler’s role in the campaign.
Nevertheless, the commission declined to infer that Manner-ing and Crossen knew of Fowler’s union organizing, observing that there was no direct evidence that Crossen knew of Fowler’s involvement in the organizing drive, and that no inference of employer knowledge could arise merely from disbelief of Man-nering’s and Crossen’s testimony. The commission explained that “[i]f Crossen’s knowledge of Fowler’s activity was proven by direct evidence, we could infer that he shared his knowledge of Fowler’s role in the organizing drive by the fact that he told Porter that the employees were organizing a union.” However, absent such direct evidence, the commission assumed that it could not infer that Crossen possessed knowledge of Fowler’s role. This assumption led the commission to conclude that it would be “mere suspicion or speculation” to find employer knowledge on the record before it. It therefore dismissed the complaint on that basis, without considering the remaining element of Fowler’s prima facie case — employer motivation.
Fowler does not disagree that, without more, disbelief of Mannering and Crossen did not establish the opposite of their testimony. See, e.g., Prescott v. Board of Appeal on Motor [100]*100Vehicle Liab. Policies & Bonds, 42 Mass. App. Ct. 36, 38 & n.4 (1997); Hopping v. Whirlaway, Inc., 37 Mass. App. Ct. 121, 126 (1994); Atkinson v. Rosenthal, 33 Mass. App. Ct. 219, 224 (1992). His quarrel is with the commission’s assumption that he needed to introduce direct evidence that Crossen knew of his union activity as a legal predicate to a finding of employer knowledge. We agree with Fowler that the commission was mistaken on this point.
In cases arising under G. L. c. 150E, we may look for guidance, as did the commission, to Federal decisions applying the parallel provisions of the National Labor Relations Act (NLRA), 29 U.S.C. §§ 151 et seq. (1994). See Service Employees Intl. Union, Local 509 v. Labor Relations Commn., 431 Mass. 710, 713-714 (2000); Burlington v. Labor Relations Commn., 17 Mass. App. Ct. 402, 405 (1984). Cases decided under the NLRA establish, as a general principle, that employer knowledge of employee union activities may be found from circumstantial evidence from which a reasonable inference of knowledge may be drawn. See, e.g., FPC Holdings, Inc. v. NLRB., 64 F.3d 935, 943 (4th Cir. 1995); Montgomery Ward & Co., 316 N.L.R.B. 1248, 1253 (1995), enforced, 97 F.3d 1448 (4th Cir. 1996); Regional Home Care, Inc., 329 N.L.R.B. 85, 85-86 (1999). An inference of knowledge may be “based on such circumstantial evidence as the timing of the alleged discriminatory actions; the [employer’s] general knowledge of its employees’ union activities; the [employer’s] animus against the Union; and the pretextual reasons given for the adverse personnel actions.” Regional Home Care, Inc., supra at 85-86. Each case is fact specific. Thus, for example, the National Labor Relations Board (NLRB) has inferred that an employer knew of a discharged employee’s union activities from a totality of circumstances that included evidence of the employer’s general knowledge of union organizing and the employee’s overt participation in union- activities. Montgomery Ward & Co., supra at 1253.7
Notwithstanding this authority, the commission declined to [101]*101infer employer knowledge in reliance upon The American League, 189 N.L.R.B. 541 (1971) — a case that the commission understood as requiring direct proof to establish an informant’s knowledge that the complaining employee had engaged in union activity. The American League case arose from the termination, toward the end of the 1968 baseball season, of two American League umpires who were attempting to organize their cohorts to join an association previously established by National League umpires. Before their termination, the fired umpires had discussed this idea with other American League umpires and had met with a lawyer and with the National League association. Although these discussions were not entirely clandestine, the two organizers had attempted to keep knowledge of their efforts from League officials, and there was no evidence that any of those contacted had told management that organizing activity was taking place, much less that the fired umpires were behind it. Indeed, none of the numerous American League umpires who appeared as witnesses in the case testified that they had mentioned the organizing activities to League officials. On these facts, the hearing officer and the NLRB declined to infer employer knowledge.
Viewed in its factual context, The American League at most illustrates that employer knowledge need not be inferred when there is no direct evidence that anyone has reported union activity to the employer. Id. at 549. However, it does not stand for the extended proposition that direct proof must always be introduced to establish an informant’s knowledge that the complaining employee was engaged in union activity.8
In the case at hand, the facts as found by the commission [102]*102were considerably stronger on the issue of employer knowledge than the facts in The American League. The commission adopted the hearing officer’s finding, based on Crossen’s own testimony, that Crossen received union organizing information in June, 1996, and immediately shared it with Porter, who, in turn, relayed it to Mannering. Thus, there was direct proof that management had been told by an informant that employees were engaging in union activity. As to whether Crossen knew of Fowler’s involvement with the organizing campaign and shared that information with senior staff, direct evidence was not required, and the commission was free to draw that inference from other findings, adopted from those of the hearing officer, establishing Crossen’s close supervision of Fowler, Fowler’s openness in conducting the organizing drive, and Crossen’s role as a conduit of information to Porter and Mannering. Drawing an inference from these facts would rest upon affirmative evidence and would not be predicated solely on disbelief of Mannering and Crossen. See NLRB v. Joseph Antell, Inc., 358 F.2d 880, 883 (1966).
The commission also was entitled to consider whether the reasons advanced by the BWSC for demoting and terminating Fowler were a pretext9 and, if so, to take that into account as an additional factor in deciding whether to infer employer knowledge. Although, by itself, “the unconvincing character of the employer’s professed reasons for acting against an employee [does not] supply the otherwise missing proof of knowledge,” Tomateck, Inc., 333 N.L.R.B. No. 156, slip op. at 76-77 (May 8, 2001), it is well-established that pretext may be considered as part of the totality of circumstances from which employer knowledge may be inferred. See NLRB v. Joseph Antell, Inc., [103]*103supra at 883; Montgomery Ward, supra at 1253; Regional Home Care, Inc., supra at 85-86.
In view of our decision, we need not dwell on Fowler’s claim that the commission ran afoul of G. L. c. 30A, § 11(8), by failing to give an adequate explanation for rejecting the hearing officer’s statement that “Crossen knew of Fowler’s involvement” with the union. See Vinal v. Contributory Retirement Appeal Bd., 13 Mass. App. Ct. 85, 92 (1982); Noone v. Contributory Retirement Appeal Bd., 34 Mass. App. Ct. 756, 764 & n.13 (1993). Although the statement was made in passing, we agree with Fowler that this was an implicit, if not explicit, finding that went beyond simply discrediting Mannering and Crossen, and that the commission rejected the finding. Nevertheless, we detect no c. 30A violation, because the commission adequately explained itself by opining that, on its view of the law, the evidence supporting such a finding was insufficient. The problem was not that the commission failed to give an explanation; it was that the explanation was based on an incorrect view of the law. On remand, it will be open to the commission to reassess its rejection of the hearing officer’s finding in light of the correct legal standard.
The commission’s decision is reversed, and the case is remanded for further proceedings not inconsistent with this opinion.
So ordered.