The Laminar Principle for employment and human rights evidence
A practical framework for organising a person's account, testing the supporting material and applying the right standard of proof.
By Brian AJ Newman, LLB
Principal Employment and Human Rights Advocate
7 November 2026
A workplace dispute rarely arrives in a neat sequence. A person may begin with the moment they lost their job, return to a complaint made months earlier, then describe the effect on their health, family and sense of dignity. Their account can contain important evidence even when its first telling is difficult to follow.
An employer's account often arrives differently: a policy, an investigation report, a chronology and a carefully worded outcome letter. Those documents deserve examination, too. An orderly presentation can contain assumptions, omissions and repeated information that all comes from the same original source.
I developed the Laminar Principle to help people organise their accounts without losing their voice. Its further development in my research manuscript connects that narrative structure with a disciplined process for assessing evidence. The aim is to make the path from a person's account to a proposed finding clear enough to examine, question and, where necessary, correct.[1]
This article explains the framework, its practical use in employment and human rights matters, and the distinction between civil and criminal proof. It accompanies the recording Untangling Evidence with the Laminar Principle. The framework is a proposed advocacy method. Its usefulness must be assessed through its application; claims that it improves accuracy or detects dishonesty require evidence of their own.
Why evidence needs more than a timeline
A timeline helps establish sequence. It does not, by itself, establish whether a source is reliable, whether two documents are independent, why a decision was made or which party must prove a disputed fact.
Consider an email recording that an employee complained about a supervisor. The email may be strong evidence that management received a complaint on a particular date. Whether the supervisor actually did everything described in that complaint requires a further assessment. The document's existence and the truth of every statement within it are separate questions.
The same distinction applies to an investigation report. A report can prove that an investigator reached a conclusion. To evaluate that conclusion, we may need the interviews, documents, assumptions and reasoning beneath it. The title of a report cannot supply a missing evidentiary link.
The Laminar approach makes these links explicit. It asks what each item can support, what it cannot support and what further work would resolve a material uncertainty.
The name draws on laminar flow, in which fluid moves in ordered layers. My original explanation also acknowledged Tony Buzan's mind mapping principles as an influence. Here, layering is an organising metaphor: its value depends on whether it helps people preserve sources and reason clearly. Fluid dynamics does not establish that an account is true, and useful evidence analysis must remain open to contradiction and revision.[1]
The original five narrative layers
The original framework gives a person five connected places to explain their experience.
These are organising prompts, rather than a script that a witness must memorise.
Layer | What it records | A useful question |
Identity and connection | The person's role, relationship to the matter and opportunity to know relevant facts. | What did your position allow you to observe? |
Events | The relevant sequence, including dates, words, actions and identified uncertainty. | What happened, and how do you know? |
Impact | The personal, cultural, financial, psychological or practical consequences. | What changed for you afterwards? |
Responses | Complaints, requests for help, attempts to resolve the matter and institutional responses. | Who was told, when and what happened next? |
Requested outcome | The person's objectives and the issues that remain unresolved. | What would a meaningful resolution involve? |
The layers help an advocate understand both the events and the person's priorities. They also prevent an account of consequences from being treated as a substitute for identifying the alleged conduct. A person's distress matters. The assessment still needs to establish the particular event and its relationship to the claim being pursued.
Someone need not tell their story in this order during the first conversation. Listening first can reveal the context that a rigid questionnaire would miss. The account can then be organised collaboratively, with the person checking that the result remains faithful to what they remember.
Uncertainty should survive that editing process. An approximate date should remain approximate. Words remembered in substance should not become a verbatim quotation. A detail reconstructed from a roster should be identified as reconstruction. Structure should improve comprehension while preserving the limits of the person's knowledge.
How the analytical framework tests the account
The thesis develops seven analytical layers alongside the original narrative model. These are a later elaboration, with a different function: testing what the assembled material can establish.
Analytical layer | Its task |
Foundation | Identify the forum, relevant dates, issues, source origins, applicable burden and standard. |
Relevance | Connect each item to a specific disputed proposition. |
Admissibility or permitted use | Check how the forum may receive and use the material. |
Credibility and reliability | Examine perception, memory, honesty, communication and document integrity. |
Probative value and prejudice | Assess the strength of the proposed inference and the risk of misleading use. |
Corroboration and inference | Trace independence, competing explanations and missing links. |
Synthesis | Evaluate the evidence together against the governing burden and standard. |
Analysis can move back through these layers. A later email might change the interpretation of an earlier conversation. A source interview might reveal that several apparently independent accounts depend on one person's recollection. Recording that discovery should lead to reassessment.
A practical way to use the framework is to keep a register of disputed propositions. For each proposition, record its source, the purpose for which it is relied on, contrary material, any dependency on another source and the conclusion the evidence presently supports. This can remain proportionate: a small dispute may need a short register, while a complex investigation may need a much fuller record.
Civil and criminal proof
The standard of proof concerns the level of persuasion needed for a finding. The burden of proof concerns who must establish the relevant matter. Both must be identified before assessing the evidence.
In federal civil proceedings, section 140 of the Evidence Act 1995 (Cth) states the balance of probabilities standard. The court considers the nature of the claim or defence, its subject matter and the gravity of the allegations. Section 141 requires the prosecution's case in criminal proceedings to be proved beyond reasonable doubt.[2]
Context | Standard or task | Practical consequence |
Civil determination of disputed facts | Balance of probabilities, subject to the governing law. | Assess whether the required facts are established on the evidence as a whole. |
Criminal prosecution | Beyond reasonable doubt for the prosecution's case. | The prosecution must meet the criminal threshold; particular defence burdens depend on the relevant law. |
Investigation or conciliation | The task depends on the process and its governing rules. | Identify whether the process is gathering information, making findings or negotiating a resolution. |
A civil allegation can concern conduct that might also amount to an offence. That overlap does not, by itself, turn an employment or discrimination proceeding into a criminal prosecution. The question is what the particular forum is deciding under the particular law.
For the same reason, a decision not to prosecute does not automatically answer a civil dispute. Nor should a person assume that an acquittal can simply be disregarded or that earlier findings can always be reused. The effect and admissibility of an earlier outcome require attention to the applicable rules, parties and issues.
What Briginshaw means for serious allegations
Briginshaw v Briginshaw (1938) 60 CLR 336; [1938] HCA 34 is frequently raised when a civil allegation has serious consequences. Its significance concerns the care needed to reach reasonable satisfaction. It does not create a third standard between civil and criminal proof.
The High Court's reasoning in Neat Holdings Pty Ltd v Karajan Holdings Pty Ltd (1992) 110 ALR 449; [1992] HCA 66 likewise confirms the continuing application of civil proof to allegations involving fraud or criminal conduct.[3]
Careful scrutiny requires attention to the actual evidence and the finding proposed. It does not justify assigning an invented numerical probability or insisting on criminal proof because a finding could harm someone's reputation.
Discrimination matters require particular care in how this reasoning is expressed. In Qantas Airways Ltd v Gama (2008) 167 FCR 537; [2008] FCAFC 69, the Full Federal Court addressed the risk of treating discrimination claims as inherently subject to a heightened evidentiary threshold. The Australian Human Rights Commission's account of the decision explains the Court's emphasis on the ordinary civil approach and section 140.[4]
For Laminar analysis, the practical discipline is to identify why a particular finding needs a particular evidentiary foundation. Labels such as “serious allegation” should lead to explained reasoning rather than an unexplained increase in the standard.
Unfair dismissal and workplace misconduct
Where alleged misconduct is relied on as a valid reason for dismissal, the Fair Work Commission ordinarily determines whether the conduct occurred on the balance of probabilities. Its conduct benchbook explains the relevance of Briginshaw and confirms that the standard remains civil. A valid reason is also only part of the broader assessment of whether a dismissal was harsh, unjust or unreasonable.[5]
An evidence register should therefore distinguish the alleged act, the evidence supporting it, the employee's response, the investigation's reasoning and the fairness of the resulting dismissal. Proof of an act does not perform every part of that assessment.
The Small Business Fair Dismissal Code requires separate attention. Where its summary dismissal provisions apply, the inquiry includes whether the employer genuinely believed the conduct justified immediate dismissal and whether that belief rested on reasonable grounds.
Applying the ordinary misconduct inquiry without checking the Code can mean answering the wrong question.[6]
Different materials may answer those different questions. A contemporaneous management note might help establish the employer's actual belief. The source evidence available to the employer and the enquiries undertaken may help assess the grounds for that belief. The worker's response may expose a factual mistake that should have been addressed.
The Commission and the courts receive evidence differently
Section 591 of the Fair Work Act 2009 (Cth) provides that the Fair Work Commission is not bound by the rules of evidence and procedure. That flexibility is important, particularly for people without formal representation. It does not make all material equally persuasive. The Commission's evidence benchbook remains a useful starting point for understanding the treatment of evidence in its proceedings.[7]
Evidence analysis should keep four questions separate: is the material relevant; may it be received and used for the proposed purpose; what weight should it receive; and does the whole body of evidence establish the required proposition?
Those questions explain why material may be received but given limited weight. They also explain why copying a courtroom objection into a Commission matter may miss the real concern. A useful response identifies the specific defect: an absent source, an incomplete extract, a lack of opportunity to test an account, or an inference that the material cannot reasonably support.
Proceedings in a court require their own assessment of the applicable evidence legislation and any statutory exceptions. The foundation layer must identify the actual forum before the admissibility layer can do its work.
General protections and the reason for adverse action
A general protections matter can require close attention to why an employer acted. A chronology may show that dismissal followed a complaint. Further analysis must identify the relevant workplace right, adverse action and alleged prohibited reason.
Section 361 contains a presumption about the reason or intent for action in proceedings to which it applies. Its operation does not remove the need to establish the necessary factual foundation. Section 360 recognises that action may have multiple reasons. The relevant protections and alleged contravention must be identified with precision.[8]
In Board of Bendigo Regional Institute of Technical and Further Education v Barclay (2012) 248 CLR 500; [2012] HCA 32, the High Court considered the reasons for adverse action and the role of decision-maker evidence. Its treatment demonstrates the importance of examining the actual decision and the evidence about its reasons.[9]
A Laminar analysis can separate the chronology of the complaint, knowledge of it, the decision-making sequence, stated reasons, contemporaneous records and contrary explanations. That produces a more useful account than relying on timing alone. It also allows the significance of timing to be assessed within the complete evidentiary picture.
Human rights complaints and conciliation
A complaint process and a final determination perform different functions. In its unlawful discrimination complaints guidance, the Australian Human Rights Commission explains that it is not a court deciding whether unlawful discrimination occurred. Its conciliators assist the parties to seek agreement and do not decide who is right or wrong. If a complaint is terminated, a court pathway may be available, subject to the governing requirements.[10]
The five narrative layers are especially useful in preparing for conciliation because they include both impact and requested outcome. The analytical framework helps each party understand what is contested, what evidence exists and which uncertainties may matter if the dispute proceeds further.
Settlement positions should be recorded separately from factual findings. An offer may reflect expense, delay, personal priorities or commercial judgment. The evidentiary record should retain that distinction.
“Human rights matter” also covers several different statutory pathways. Federal unlawful discrimination proceedings, state anti-discrimination referrals and Queensland Human Rights Act complaints should not be treated as interchangeable. The forum, provision, available remedy and relevant dates belong in the foundation record. The Federal Court's guide illustrates the distinct requirements for commencing a federal unlawful discrimination proceeding following termination of an Australian Human Rights Commission complaint.[11]
When employment and criminal processes overlap
A single incident can trigger an employer investigation, civil proceedings, a criminal investigation or another statutory inquiry. Several processes do not necessarily mean several different standards of proof: some may apply the same standard while addressing different questions.
The foundation record should identify each process separately, including any power to compel answers, relevant privilege, statutory immunity and restrictions on later use. Those protections depend on the governing law and circumstances. An employment direction should not simply be assumed to remove the privilege against self-incrimination. Equally, a person should not assume that every process permits the same response.[12]
A proposition register helps identify the questions that need attention. It cannot itself create privilege or make an answer safe to give. Facts such as presence at a location may be significant in a criminal case. Where criminal exposure is involved, a qualified legal practitioner should assess the particular questions, directions and protections before a substantive response is provided.
Independent corroboration and repeated information
Imagine that a worker describes an incident to a manager, a doctor and an investigator. The manager records it in an email, the doctor records the history and the investigator repeats it in a report.
There are now several documents. Their accounts of the incident may all depend on the same original description. Counting them as separate eyewitness confirmations would exaggerate their independence.
Each may still contribute something important. The email may establish when management was notified. The medical record may record symptoms or observations relevant to impact. The report may reveal how the organisation investigated and responded. The task is to identify each contribution accurately.
Additional sources can strengthen a case, but the Laminar method should not impose a universal demand for independent corroboration. Evidence from one witness must be evaluated on its merits within the applicable rules. Missing corroboration may matter in context; its absence should not become an invented condition that automatically defeats every complaint.
The same discipline applies to apparently identical statements. Similar wording may warrant enquiry into how the statements were prepared. It does not itself prove collusion: witnesses may have used a common template, referred to a shared document or described the same event in ordinary language. The preparation process and genuine source relationships need to be examined.
CCTV and the limits of a recording
The companion discussion uses recordings to illustrate a wider problem: compelling material can invite conclusions beyond what it actually captures. A silent CCTV clip may show movements and positioning clearly while leaving spoken words unrecorded. A restricted camera angle may omit the moments immediately before an incident or conceal another person's actions.
Preparation should identify the complete available recording, its source, any missing interval, the camera's field of view and whether its clock has been checked against other records. An exported clip and its original source should be distinguishable. A slowed or annotated working copy should also remain identifiable.
When a clip has no audio, an analyst should state that limitation. The clip does not directly establish the words spoken, although other evidence may help assess what happened. When a camera does not show a particular area, absence from its image cannot simply be treated as proof that nothing occurred there.
The same principle applies across evidence types: describe the source's actual capacity before drawing the inference. A source can be valuable while leaving an important question unanswered.
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A worked example involving a complaint and dismissal
The following example is hypothetical. It is not an account of a client matter or a decided case.
A worker raises a concern about allegedly discriminatory remarks. Several weeks later, the worker is dismissed for performance reasons. The worker believes the complaint prompted the dismissal. The employer says performance concerns predated it.
The identity layer records the worker's role, reporting relationships and work location. The events layer records the alleged remarks, complaint, performance discussions and dismissal.
The impact layer records lost income and other consequences. The responses layer identifies who received the complaint and what was done. The requested outcome layer records the worker's priorities.
The analytical work then identifies the available pathway and the facts requiring proof. It obtains the original complaint, earlier performance records, relevant messages and decision-maker material. It checks when each document was created, who knew about the complaint, whether accounts depend on shared sources and whether the stated explanation changed.
The complaint email can support an allegation that a complaint was made. It does not alone establish every alleged remark or the reason for dismissal. A pre-existing performance record may support the employer's explanation, but its existence does not resolve whether a prohibited reason also operated. Each inference needs to be tested under the correct statutory framework.
The register should finish with an assessment of what is established, disputed or still uncertain. That assessment may support further enquiries, settlement discussion or a revised view of the case. The method must be capable of revealing weaknesses in the position of the person using it.
Dignity and culturally respectful evidence preparation
My Anaiwan, Ngarigo and Wiradjuri ancestry informs the responsibility I bring to advocacy and to respectful listening. I was born on Kamilaroi lands. These connections are part of my standpoint; they do not authorise me to speak for every Aboriginal person or to present this framework as a universal expression of Aboriginal knowledge.
Practical preparation should allow people to explain relevant cultural context, identify communication needs and take part in checking their own account. This may involve an interpreter, breaks, a support person where permitted, or questions expressed more clearly.
A careful process avoids using confidence, fluency or conformity to an expected communication style as a shortcut to credibility. It examines the evidence about perception, memory and consistency, while considering explanations for apparent difficulties.
That approach also protects the integrity of the account. An advocate should clarify meaning and preserve the person's words where they matter. Preparing a polished statement should not introduce certainty or expressions that the witness cannot honestly adopt.
Using the framework in practice
Begin by preserving original material. Keep complete email chains and messages where available, retain the original files and distinguish later summaries from the records they summarise. Record where each item came from. A working copy can be organised without altering the original.
Then prepare the five-layer account. Identify direct recollection, information supplied by others and reconstruction from records. List the genuinely disputed propositions and map the evidence to them. Include material that weakens the preferred account, together with the strongest competing explanation.
Finally, record the assessment in language that matches its strength. A possibility should remain a possibility. An inference should identify its supporting facts. A missing document should lead to a stated enquiry or limitation rather than an assumed answer.
AI can help organise a chronology or locate repeated passages in supplied material. Its output still needs checking against the original source. A fluent summary can omit a qualification, merge separate events or assign a statement to the wrong person. An AI-generated account should therefore remain identifiable as a working aid.
This is how I intend the Laminar Principle to be used: as a transparent practice of listening, organising and testing. Its continuing development should be judged by whether those practices improve the quality of the work and remain understandable to the people whose lives are affected.
About the author and contact
Brian AJ Newman, LLB, is a professional Employment and Human Rights Advocate. His work includes representation and assistance in employment disputes, discrimination and sexual harassment complaints, workplace bullying matters, workers compensation reviews and appeals, and sporting association disputes and disciplinary matters.
Brian holds a Bachelor of Laws from Griffith University. He is not a lawyer or legal practitioner, does not operate a law firm and does not provide legal advice or legal services. This article provides general information and explains an advocacy methodology.
Website: bajn.au Email: gethelp@bajn.au Postal address: PO Box 665, Ormeau, Queensland, Australia 4208
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Sources and further reading
The legislation and official materials below were checked on 7 November 2026. The relevant law, commencement provisions and procedural requirements should be checked again for the particular matter.
Brian AJ Newman, My Laminar Principle A New Way to Speak the Truth with Structure Strength and Integrity, 12 July 2025, updated 15 July 2025; and The Laminar Principle Evidence dignity and disciplined inference in Australian employment and human rights adjudication, independent research thesis manuscript, 6 November 2026. The seven analytical layers are the manuscript's later elaboration.
Evidence Act 1995 (Cth), ss 140–141. These provisions concern proceedings to which the Act applies; they should not be represented as governing every tribunal or private investigation directly.
Briginshaw v Briginshaw (1938) 60 CLR 336, 361–363; [1938] HCA 34; Neat Holdings Pty Ltd v Karajan Holdings Pty Ltd (1992) 110 ALR 449, 449–450; [1992] HCA 66. See the official Fair Work Commission conduct benchbook and Budd v Dampier Salt Ltd [2007] AIRCFB 797 [15]–[16] for the civil-proof discussion and reproduction of the relevant authorities.
Qantas Airways Ltd v Gama (2008) 167 FCR 537; [2008] FCAFC 69 [138]–[139], discussed in the Australian Human Rights Commission's The standard of proof in discrimination claims. The linked article explains the judgment; it is not itself the Court's reasons.
Fair Work Commission, Conduct, Unfair Dismissals Benchbook; Fair Work Act 2009 (Cth), ss 385–387.
Fair Work Commission, What is the Small Business Fair Dismissal Code; Fair Work Act 2009 (Cth), ss 23, 388.
Fair Work Commission, Evidence, Unfair Dismissals Benchbook; Fair Work Act 2009 (Cth), ss 590–591.
Fair Work Act 2009 (Cth), ss 340–342, 360–361. For the distinction between general protections and unfair dismissal, see the Commission's general protections guidance.
Board of Bendigo Regional Institute of Technical and Further Education v Barclay (2012) 248 CLR 500; [2012] HCA 32. See also Keep v Performance Automobiles Pty Ltd [2015] FWCFB 1956 [24]–[27] on the factual foundation, reasons and evaluation of the evidence.
Australian Human Rights Commission, Information for people making complaints, particularly the explanation of the Commission's role, conciliation and possible proceedings following termination.
Federal Court of Australia, Guide to human rights cases. Different state and territory pathways require their own examination.
Australian Government Solicitor, Legal briefing 110, discussion of directions and privilege in Australian Public Service misconduct processes; Queensland Office of the Information Commissioner, Law enforcement and public safety information, discussion of compulsion and statutory abrogation of privilege. These sources address particular legal settings and do not establish one rule for every employee.
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