In brief

The 2026 review maps 99 articles on interventions for neuroticism and related constructs in nonclinical samples, classifying 19 strategies and linking them to hypotheses about how change might occur. It gives researchers a clearer way to describe and compare interventions, but does not establish that any strategy reliably changes neuroticism. A separate 2026 randomized trial adds bounded evidence of measured change in one German-speaking adult sample.

What does the 2026 review add?

The 2026 review maps 99 articles on interventions for neuroticism and related constructs in nonclinical samples. It classifies 19 strategies and links them to hypotheses about how change might occur, giving researchers shared terms for describing interventions and planning comparisons. It does not establish that any strategy reliably lowers neuroticism. The review defines neuroticism as a tendency toward frequent negative emotions, mood instability, and strong stress reactions: a dimension, not a diagnosis. Its categories distinguish traits, repeated habits, and momentary states, alongside feeling, behavior, and thought as targets. This matters because studies framed as testing neuroticism change may target different responses or measure different outcomes. The authors use three change theories to check the taxonomy conceptually, not to prove mechanisms.

“A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public” addresses a comparison problem: earlier work used varied strategies, limiting synthesis and mechanism inference. A review synthesizes studies; a taxonomy organizes concepts. Neither shows that an intervention caused change. The 2026 CHILL trial is an empirical test, not part of the 99 articles. Readers can use the review as a map for interpreting change claims, not as a recommendation or assurance that they personally should change.

Sources: A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

How does the taxonomy make unlike interventions comparable?

The review’s taxonomy makes interventions easier to compare by recording three things broad labels can hide: the strategy used, the level of personality pattern targeted, and the aspect addressed. Level means a momentary state, repeated habit, or broad trait; aspect means feeling, behavior, or thought. The 2026 review used these coordinates to code 99 articles and organize 19 neuroticism-related strategies around proposed change processes. The authors offer this as shared language for study design and mechanism tests, not evidence that any strategy works.

The level distinction matters because a person can react differently in one moment, repeat a response in a familiar situation, and show a broader tendency across many settings. A state is a moment-specific response, such as feeling tense before a difficult conversation. A habit is a recurring pattern linked to a context, such as delaying that conversation when conflict seems likely. A trait is broader: a tendency across situations and time. These levels are related in theories of change, but they are not interchangeable. One state does not establish a habit, and one context-specific habit does not establish a trait shift.

The second coordinate asks what part of experience an intervention addresses. The review uses affect, behavior, and cognition: feeling, doing, and thinking. In a stressful exchange, negative mood is affective, withdrawing is behavioral, and expecting criticism is cognitive. These elements may occur together, but an intervention can focus on one. A strategy intended to change how someone interprets a tense situation does not test the same target as one intended to alter an observable response or reduce distress in the moment. Naming the aspect clarifies the intended change.

Consider two interventions both described as helping people respond differently to stress. One might teach someone to reconsider a prediction during a particular upsetting event; another might help them practice a different response whenever a recurring situation arises. The first points toward a thought-related target in a state; the second toward a behavior-related target in a habit. This is an illustrative comparison, not a report about particular studies. Without detail, both might be grouped under a broad stress-management label, hiding differences in their components and aims.

This specificity can also align outcome measures with intervention aims. If a program seeks to change a reaction in particular situations, a broad trait measure may not capture that immediate target well. Conversely, a calmer response in one moment cannot establish that a broad tendency has shifted. The review argues that researchers should state the level and construct they intend to affect, then use measures suited to them.

The framework also distinguishes proposed directions of change. A bottom-up account predicts that repeated state changes may accumulate into habits and perhaps a broader trait pattern. A top-down account proposes that change in a broad disposition could influence habits and momentary responses. These are hypotheses, not findings proved by assigning an intervention a category. The review notes that state or habit change need not extend to trait change, and that the relative effectiveness of targeting different levels remains an empirical question.

To test a proposed pathway, a study would need to measure intermediate changes and their timing, rather than infer a mechanism from a before-and-after trait score alone. The taxonomy helps researchers specify a strategy, target level and aspect, outcome measure, and hypothesized connection. They can ask whether similar strategies aimed at similar targets produce comparable outcomes, or whether apparently similar programs contain different ingredients. Classification narrows ambiguity but does not remove differences in samples, design, or measurement.

The practical advance is not a ranking of the 19 strategies. It is a more exact way to specify what an intervention is meant to change and which process might connect its components to an outcome. Readers can use the same discipline: distinguish a changed feeling in one situation from a repeated response and a broad tendency, then check whether the study measured the level and aspect addressed. This keeps conclusions proportional to evidence and leaves open the question the taxonomy is designed to help answer: which strategies change which targets, for whom, and through what process?

Sources: A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

What does 'general public' mean in this review?

“General public” here means the review selected nonclinical intervention research. It does not mean every participant was free of distress. Studies qualified when fewer than half of a sample had a clinical diagnosis or clinically significant symptom scores. This threshold separates samples dominated by clinical need, but does not classify each participant as healthy or ill. The review also includes related constructs, such as anxiety and depression measures, not only studies of the broad trait. (“A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public.”) “Nonclinical” is a study-level inclusion rule. It does not imply participants had no symptoms or never sought help. Nor does it establish that an intervention was self-directed: the rule describes the sample, not how support was delivered. “General public” is a research scope, not a description. The review describes neuroticism as a broad tendency toward frequent negative emotions, mood instability,. This trait description is not a disorder, diagnosis, or sign that someone needs treatment. Anxiety and depression may be related constructs, but a measure of either is not automatically a measure of neuroticism. Readers should distinguish what a study measured from the broader trait used to organize the literature. The trait label does not mean someone responds in one fixed way across settings. The boundary shapes the question the 2026 review answers: what strategies have been studied for neuroticism and related constructs in samples that are not predominantly clinical? It does not show that clinical treatment results apply to people using a self-understanding framework, or that nonclinical findings predict an individual’s response. “General public” is not a claim that evidence represents every age, community, country, or level of distress. A useful contrast is the 2017 “A Systematic Review of Personality Trait Change Through Intervention.” It identified 207 studies tracking personality measures during interventions, with a primary focus on clinical interventions and designs including experiments and pre-post studies. The 2026 review instead maps nonclinical interventions for neuroticism and related constructs. These collections answer differently bounded questions. The earlier review’s clinical emphasis does not make it irrelevant, and the newer scope does not make clinical evidence inferior. Their results should not be treated as interchangeable estimates of what a self-directed intervention will do for a member of the public. (“A Systematic Review of Personality Trait Change Through Intervention.”) When a claim says an intervention changed “neuroticism,” check who was studied and what was measured. Was the sample predominantly clinical? Did the study measure the broad trait or a related symptom? Clinical treatment evidence may illuminate possible change, but is not a direct forecast for someone outside that setting. A nonclinical sample does not guarantee a result applies to any one person. Neither makes a trait label diagnostic. Clinical samples can inform questions about intervention and personality; nonclinical studies address a different population boundary. Comparison misleads when that boundary disappears and both are treated as evidence for the same people and question. The 2026 review clarifies what its map includes; effects of particular strategies require more specific evidence.

Sources: A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public; A Systematic Review of Personality Trait Change Through Intervention

How is the 2026 review different from earlier evidence summaries?

Earlier reviews asked whether personality measures move during interventions; the 2026 review asks a narrower question about interventions for neuroticism in predominantly nonclinical samples and adds a way to describe what those interventions contain. The newer review makes the research easier to compare and design, but it does not establish a dependable effect size for changing neuroticism in the general public. The 2017 meta-analysis, “A systematic review of personality trait change through intervention,” assembled 207 studies that tracked trait measures during interventions. Its primary focus was clinical intervention, although the abstract reports that increases also appeared in analyses of nonclinical interventions. It combined true experiments with pre-post change designs and reported changes over an average intervention period of 24 weeks, including an example effect of d = .37. Emotional stability was the main trait domain changing in therapy contexts, followed by extraversion. This was important evidence that trait measures need not be immovable. Yet the review gathered a wide range of interventions and settings. Its headline result therefore does not isolate a single strategy for neuroticism in a general-public sample. The number is not directly comparable with an estimate from a narrower population, outcome, or design. That distinction matters because a pre-post shift alone does not show how much change an intervention caused. The 2026 review changes the unit of attention. Instead of primarily asking how much personality measures changed across intervention studies, it systematically maps 99 articles on nonclinical interventions for neuroticism and related constructs, then classifies 19 strategies within a theory-linked framework. It records intervention components and their proposed targets so future studies can ask more precise questions: which strategy was used, which level of a pattern it aimed to affect, and which aspect of personality it addressed? The authors do not present the taxonomy as efficacy evidence for any strategy. The 2024 preregistered “A systematic review of volitional personality change research” offers a different comparison. It examined self-directed changes aligned with personal goals across personality traits, separating studies of change without interventions from intervention-induced change. Its intervention meta-analysis, however, relied on only seven studies and 26 effect sizes, with an overall estimate of d = 0.22 and a confidence interval from 0.005 to 0.433. For neuroticism specifically, the estimate was d = 0.33, with a 95% confidence interval from -0.171 to 0.830, which includes no change as well as a range of positive change. The authors described the evidence as limited and called for work on generalizability and mechanisms. The 2024 review addressed volitional change across traits and included both intervention and non-intervention strands. The 2026 review focuses on intervention articles related to neuroticism in nonclinical samples and asks how their parts can be classified and compared. Their samples, inclusion rules, and estimands differ. It signals uncertainty in the small intervention evidence base, not proof that change is impossible or assured. A systematic review can improve coverage and make research gaps visible without producing a stronger causal estimate. The 2017 synthesis gives a broad historical case that personality measures can shift in intervention settings. The 2024 synthesis asks whether people’s stated change goals align with subsequent trait change and finds a small, uneven evidence base for intervention-induced change. The 2026 review then tightens the subject and makes intervention components more legible. It can help later trials compare similar targets and test whether a proposed process explains an outcome, but a taxonomy does not retroactively make earlier studies equivalent or reveal which component caused change. For a reader, the practical conclusion is modest but useful: the 2026 review is a better map, not a new verdict that neuroticism can reliably be lowered by a particular method. Its narrower scope makes it more relevant to nonclinical questions, while its organizing framework improves specificity. A stronger conclusion would require replicated comparisons within clearly described nonclinical samples, with specified outcomes and follow-up. Until then, the main gain is precision in what researchers can ask next, not certainty about what any individual will experience.

Sources: A Systematic Review of Personality Trait Change Through Intervention; A systematic review of volitional personality change research; A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

What does the CHILL trial add beyond a research map?

The CHILL trial moves the discussion from a research map to a bounded empirical test. In “Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public,” a randomized study assigned 446 German-speaking adults to a six-week smartphone intervention testing strategies aimed at different levels and aspects of neuroticism. Across groups, participants reported lower neuroticism after the intervention, with effects from -0.22 to -0.37; those self-report effects remained at a two-month follow-up, ranging from -0.16 to -0.33. At follow-up, peer reports also showed effects from -0.18 to -0.30 on one of two measures. These results make change during this particular program more credible than a simple before-and-after self-description would. They do not establish that every participant changed, that the change was permanent, or that another program would produce the same result. The reported ranges are standardized effect estimates, not percentage reductions in neuroticism or a forecast of what an individual would experience. The abstract describes effects across treatment groups, so the overall pattern should not be confused with proof that every strategy, level, or aspect worked equally well. According to the trial, state-level strategies produced larger immediate effects that faded more, while habit-level strategies began with smaller declines that strengthened over time. “State” here means a response in a particular moment; “habit” means a repeated, more context-linked pattern. This distinction helps explain why the review’s taxonomy matters. The review “A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public” organizes interventions by strategy, target level, and target aspect, such as feeling, behavior, or thought. CHILL tests combinations of those coordinates in a randomized study, making it an example of the kind of comparison a shared framework can support. The trial reports that behavior-focused strategies, especially those directed at habits, showed particularly strong effects across assessment methods, both alone and incrementally. That finding makes behavior a promising target within this program. It is not proof that behavior-focused approaches are the best option in every setting, nor that the review’s full set of 19 strategies has been validated. One trial can test selected combinations; it cannot establish the performance of categories it did not test or resolve every proposed mechanism. The peer-report result adds a useful check because it comes from someone other than the participant, but its reach is limited: follow-up effects appeared on one of two peer-report measures, not both. Agreement across self-report and peer report would be stronger evidence that change was visible beyond a person’s own rating, yet this partial convergence is not the same as broad behavioral confirmation. The trial’s abstract reports peer effects only at follow-up, and the result should be described at that time point and for that measure. It would overstate the evidence to say that peers observed a general transformation or that independent observers confirmed every self-reported change. The two-month follow-up matters because it reaches beyond the intervention’s end, but “persisted” needs a time boundary. The evidence covers a short follow-up after a six-week program, not years of later experience. It supports the narrower conclusion that measured differences remained at that follow-up in this sample. The 2026 review presents the taxonomy as a way to organize research and generate testable hypotheses, not as evidence that its categories are already established mechanisms. CHILL strengthens the case that a theory-based approach can be tested and that measured neuroticism can shift over a defined period. For a reader, the practical update is neither “the review proves neuroticism can be changed by any chosen method” nor “the review is only theoretical and nothing has been tested.” A separate randomized trial supplies encouraging, bounded evidence: among 446 German-speaking adults in one six-week smartphone program, self-reported change remained at two months, and one peer measure also showed change at follow-up. The pattern across target levels suggests useful questions for further tests, especially whether immediate state changes and slower habit changes differ reliably, and whether behavior-focused components explain later differences. It does not tell a reader what will happen to them, identify a universally effective technique, or show lasting change across daily contexts. The defensible conclusion is that the review offers a clearer map, while CHILL gives one map-informed route an initial empirical test. Replication, longer follow-up, and direct tests of the proposed mechanisms could strengthen or revise that conclusion. The group comparisons sharpen that point without turning the study into a personal prescription. CHILL compared different combinations of strategies, so the reported pattern concerns average differences between assigned approaches, not a guarantee that every person in a group followed the same course. The study’s sample was German-speaking adults; the result should not be silently extended to other ages, languages, cultures, or delivery formats. Those questions require additional tests.

Sources: Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public; A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

Why are changes in a measure not always evidence for a specific method?

A measured pre-post shift can show that scores changed while a program was underway. By itself, it cannot show that a particular component caused the shift, or that the shift was larger than what would have happened under a credible comparison condition. To make that distinction concrete, consider the 2025 systematic review and meta-analysis, “Personality change through mindfulness-based interventions.” It examined 45 studies with 2,913 participants, including 39 randomized trials. Only ten studies directly measured neuroticism; the other 35 used related measures such as anxiety, worry, or negative affect. The sample mix also mattered: 28 studies involved non-psychiatric participants, ten psychiatric participants, and seven people with other medical conditions. Across all study arms combined, the review estimated an average pre-post decrease in neuroticism or its related measures of d = 0.39, with a 95% confidence interval from 0.31 to 0.47. That number describes change during the studies; it does not isolate the effect of mindfulness programs. The authors separately compared intervention and control conditions. The estimated change for mindfulness-based interventions was d = 0.67 (95% CI 0.53 to 0.81), while active controls showed d = 0.62 (95% CI 0.27 to 0.96). The estimates were similar, and the active-control interval was wide. The article reports that active controls showed similar neuroticism change to the mindfulness interventions. Here, the meta-analysis did not establish a clear neuroticism advantage over active controls. That result should not be stretched into “mindfulness has no effect.” The review included only six studies with active controls, and its analysis pooled across varied samples and interventions. The uncertainty around the active-control estimate is substantial. It does show why the all-arm figure cannot be presented as proof that mindfulness itself caused the observed change. The contrast between arms helps distinguish a method-specific advantage from change associated with participation, time, or shared features. The study’s outcomes were self-reported, and 35 studies used proxy measures rather than direct neuroticism scales, so what moved was not identical across the evidence base. Precision also changes how confidently to read the averages. In the 2025 review, smaller, less precise studies tended to report larger changes across neuroticism, mindfulness, and mental-health outcomes. The authors describe this as small-study effects and note that publication bias is one plausible explanation: studies with null results may be less likely to appear in the published record. Accounting for small-study effects did not reverse the direction of the associations examined, but the authors warn that the overall estimates may be inflated. A positive pooled estimate is a pattern in the available literature, not a guarantee of similar change in a new group. The 2026 “A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public” addresses a related but different weakness. Its map organizes intervention strategies and proposed targets; it does not itself establish that any strategy works. Its limitations section says that most included constructs were measured by self-report, with ten studies using other-reported measures and two using behavioral coding. It also raises possible publication bias. A taxonomy clarifies intended targets; trial design tests whether outcomes differ from controls. Neither substitutes for the other. When you encounter a change claim, check whether its number compares an intervention with a control, whether the measure matches the stated target, and whether another method or observer supports the result. That keeps a promising shift in perspective without turning it into proof for a specific method.

Sources: Personality change through mindfulness-based interventions; A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

What should someone infer from a change in their own reactions?

A calmer response in one difficult moment is evidence about that moment, not by itself evidence that a repeated habit or broad personality tendency has changed. One pause may be a single response; recurrence in similar situations may indicate a context-specific pattern. A broader claim calls for observations across situations and time. The 2026 review, “A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public,” separates personality change into states, habits, and traits. A state is a momentary response in a particular situation. A habit is a more repeated, often context-linked cluster of feelings, thoughts, or actions. A trait is a broader tendency across situations and time. The review treats links across levels as possibilities to test, not guaranteed steps from a momentary response to a broad trait change. Consider an illustrative scene, not a report about a study participant. After a tense conversation, someone feels unsettled, notices an urge to answer immediately, and pauses to choose a reply. The unsettled feeling and pause are momentary experiences and action. One such pause supports a narrow account: in this exchange, the person paused before responding. It cannot establish that they now respond this way whenever challenged, or that their general tendency to experience negative emotion has changed. If similar pauses occur repeatedly during comparable disagreements, a more useful description might be, “I often take a moment before replying when a conversation becomes tense.” That statement concerns a recurring response in a particular setting. It is more informative than a fixed label, yet narrower than a trait conclusion. Repetition in one kind of situation does not establish what happens under other pressures; those differences help specify where a pattern does and does not appear. To make the observation concrete, note three parts separately: what was felt, what was done, and what was thought. Record the setting and recurrence. For example: “I felt worried, waited before sending the message, and thought I needed more information; this happened in two project disagreements.” The separate randomized CHILL trial offers a bounded reason to take change seriously, while not turning any individual moment into proof. In 446 German-speaking adults assigned to a six-week smartphone intervention, self-reported neuroticism effects were reported after the program and at a two-month follow-up; peer reports at follow-up supported change on one of two measures. The abstract also reports different timing patterns for state-focused and habit-focused strategies. These group-level findings cannot tell whether one pause marks lasting personal change; two months does not establish permanence or predict everyone’s experience. A practical rule follows from the review’s framework: describe an observation at the narrowest level it supports. For a single episode, name the situation and action. For a recurring response, say how often and in what contexts it appears. Reserve a broad trait description for a pattern that has been observed across a wider range of settings and time, and remember that a reflection log is not a formal assessment. This is a reflection rule, not a validated method. It lets a person notice progress without treating negative emotion as a defect or assuming that the goal must be to feel less. So when a reaction changes, the useful question is not simply whether it proves a new personality. Ask what changed, where it happened, and whether it recurs. A calmer exchange matters as evidence that another response was available then. Repetition can support a context-specific account; broader claims require broader evidence.

Sources: A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public; Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public

What is the next useful question to ask?

When you encounter a claim that neuroticism changed, ask four questions: What level and aspect did the intervention target: a momentary state or repeated habit, and feeling, behavior, or thought? What changed, and was the measure designed to capture that target? Compared with what, and through which method: self-report, another person’s report, or observed behavior? For how long, and among whom? The 2026 review, “A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public,” gives researchers a shared way to specify such questions. Its authors present the taxonomy as a framework for organizing and testing ideas, not evidence that a strategy works. The separate randomized “Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public” adds a bounded empirical result: among 446 German-speaking adults, a six-week program produced self-report changes that remained at a two-month follow-up, with peer-report effects on one of two measures. It does not establish permanence or universal benefit. So the verdict is better research architecture, alongside a promising but bounded trial. Longer follow-up, replication, and more methods could change it. For self-reflection, describe a concrete reaction and revisit it across situations; the optional Context Profile offers reflection across tendencies, not a validated clinical or fixed-type instrument. Explore more trait explainers in the [Personality Profile learning library](/topics).

Sources: A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public; Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public

Questions readers ask

Does the 2026 review show that a specific strategy reliably lowers neuroticism?

No. The review organizes interventions and proposed targets; its authors do not present the taxonomy as evidence that any strategy is effective.

What does 'general public' mean in the review?

The review included studies where fewer than half of a sample had a clinical diagnosis or clinically significant symptom scores. That study-level threshold does not mean every participant was symptom-free.

What did the CHILL trial find?

In one randomized study of 446 German-speaking adults, a six-week smartphone program was associated with self-reported changes through a two-month follow-up. Peer-report effects appeared at follow-up on one of two measures. The findings do not establish permanence or universal benefit.

Does one calmer reaction mean a personality trait has changed?

One reaction supports a description of that moment. Repeated responses in similar settings may support a context-specific pattern; a broader trait claim calls for observations across more situations and time.

Sources and notes

  1. A Systematic Review and Taxonomy of Neuroticism Interventions for the General Public

    Supports the review's 99-article scope, 19-strategy taxonomy, target distinctions, sample inclusion rule, and stated limits on efficacy inference.

  2. Effects of a Theory-Based Smartphone Intervention to Decrease Neuroticism in the General Public

    The accessible trial abstract reports the 446-person randomized study, six-week program, self-report and peer-report follow-up findings, and limits of the study.

  3. A Systematic Review of Personality Trait Change Through Intervention

    The publisher abstract supports the 207-study count, clinical emphasis, mixed designs, and reported personality-measure changes.

  4. A systematic review of volitional personality change research

    Supports the 2024 review's scope, small intervention meta-analysis, overall estimate, and neuroticism interval crossing zero.

  5. Personality change through mindfulness-based interventions

    Supports the 2025 meta-analysis findings on pooled pre-post change, heterogeneity, small-study effects, and similar changes in active controls.

Apply it to your own pattern

See how your tendencies combine in everyday situations

From this guide: A research map can clarify how change is studied, but it cannot show how several tendencies appear together in your own experiences.

The review offers a way to distinguish momentary reactions, repeated responses, and broader tendencies. If you want to reflect on how those patterns combine in your own life, the private Context Profile offers ten continuums without assigning a fixed type. It is a reflection instrument, not a validated clinical or career-prediction tool.