What makes change work, and what an app can honestly deliver
Psychotherapy research knows a handful of well-supported factors that drive change. We show what they are, how MindMotion puts them into practice and where an app reaches its limits. With an honest scale from 1 to 5.
In short
- The well-supported factors are the working alliance, goal consensus and collaboration, empathy, positive expectations, progress feedback and practice in daily life. Klaus Grawe added resources, problem activation, clarification and mastery.
- An app is strong at practice, if-then plans and making progress visible. Here it can often do more than a weekly appointment.
- An app is weak at relationship and at sensing ruptures. We say so openly.
- MindMotion does not provide psychotherapy. Research inspires our design; it is not a promise of effectiveness.
Why does working on change help some people and barely help others? After decades, psychotherapy research has a fairly clear answer: it depends less on the one right method than on a few shared ingredients. We asked ourselves which of them an app can really offer. And which it cannot.
What research knows about change factors
The American psychologist Bruce Wampold summarised much of the research in a model, the contextual model. In it, change works through three routes: a real relationship, an explanation of the problem that makes sense to the person and creates hope, and tasks through which they actively do something new1.
How strongly individual ingredients relate to outcome was compiled in meta-analyses by an American Psychological Association task force led by John Norcross and Michael Lambert. The key figures2:
| Factor | Studies | Association (r) | Rating |
|---|---|---|---|
| Working alliance | 306 | .28 | demonstrably effective |
| Collaboration | 53 | .29 | demonstrably effective |
| Goal consensus | 54 | .24 | demonstrably effective |
| Empathy | 82 | .28 | demonstrably effective |
| Collecting client feedback | 24 | .14 to .49 | demonstrably effective |
| Cultivating positive expectations | 81 | .18 | probably effective |
| Repairing ruptures | 11 | .30 | probably effective |
For context: an r of .28 counts as a medium association. Norcross and Lambert stress that the relationship contributes at least as much to success as the chosen method2. We covered the working alliance in detail in Relationship first.
Grawe’s four principles
The German psychologist Klaus Grawe, who taught in Bern, arrived at a similar picture from another direction. From hundreds of studies he derived principles that work across schools. The coaching researcher Peter Behrendt has applied them to coaching4:
- Resource activation: building on what already works well.
- Problem activation: the issue is experienced directly, not just talked about.
- Clarification: understanding which wishes, fears and goals drive your behaviour and where they contradict each other.
- Mastery: practising new behaviour concretely and building skills.
The honest scale: what an app can and cannot do
Before we show how MindMotion puts these factors into practice, we want to be realistic. Not every factor translates equally well into an app. This is our assessment:
How well can an app cover this factor?
Where an app is strong
Practice in daily life: here an app can do more than an appointment
Change does not happen in one hour a week but in between. A meta-analysis led by the psychologist Nikolaos Kazantzis, with 17 studies and more than 2,300 people, shows that those who actually do exercises between sessions achieve clearly better outcomes. The effect was large (g = 0.79) and lasted at follow-up (g = 0.51)6. An app is exactly where practice happens: in daily life, every day.
In MindMotion: small daily Moves that fit your pattern, and one weekly goal instead of a long list.
If-then plans
The psychologist Peter Gollwitzer, who works in Konstanz and New York, studied what turns good intentions into action. His tool: if-then plans, for example “If my colleague interrupts me, then I calmly say: let me finish.” Across 94 studies, such plans had a medium-to-large effect on reaching goals (d = 0.65)7.
In MindMotion: every Mind-Check ends with an if-then plan fitted to your own situation.
Making progress visible
People who regularly report how things are going make better progress. A meta-analysis led by the Dutch psychologist Kim de Jong, with 58 studies and almost 22,000 people, found a small but reliable effect (d = 0.15) and somewhat fewer drop-outs8. Feedback matters most for people who are currently not making progress8.
In MindMotion: the weekly check compares how close you came to your goal and shows the course of your Balance. An app forgets nothing and can keep track of weeks that are easily lost in memory.
Goal consensus and collaboration
When it is clear what you are working on and both sides agree on it together, outcomes tend to be better (r = .24 and .29)2. In an app, you are the one who sets the goal. That is a real strength.
In MindMotion: you choose topic, goal and milestones yourself. You confirm every summary. If something does not fit, you can correct it until it does.
Activating resources
Looking only at problems quickly drains courage. Grawe stressed that people change more easily when they build on their strengths4.
In MindMotion: already in the Mind-Check, the app asks which areas of life are going well, and your companion names strengths within your pattern, for example: “Connection matters to you, and that’s a strength.” We are expanding this part so that strengths become as visible as conflicts.
Motivational clarification: understanding what drives you
Insight is not an end in itself, but it helps. A meta-analysis by a Heidelberg group around Ulrike Dinger, with 22 studies, found a medium association between insight and outcome (r = .31)5. The authors point out that the data are correlational and do not prove cause5.
In MindMotion: the chain of wish, fear, protection and earlier experiences shows why you react the way you do in a situation. You can check every link with “True”, “Partly” or “Discard”. More on the concept behind it in Inner conflicts and The hidden benefits of old patterns.
Where an app helps in part
Positive expectations, without false promises
Hope works, but only if it is realistic (r = .18)2. That is why we do not promise quick miracles. A coherent explanation of your own pattern can give confidence. That real change takes time, setbacks included, is the topic of Change takes time.
Empathy and feeling understood
An app can listen well, summarise in your own words and ask follow-up questions. But it does not feel with you. A sense of being understood can arise, but it is not the same as with a person.
Experiencing the problem vividly
Grawe stressed that change comes more easily when the issue can be felt in the moment4. Concrete scenes and pictures help. But the depth that can arise in a conversation with a person is rarely reached by an app.
Where an app reaches its limits
Working alliance
A good working relationship can form through text, too. In internet-based programmes, its link with outcome was about as large as in face-to-face contact39. However, these were mostly programmes in which people were accompanied by a human via text. An app with a companion character is not a person who knows you over months. We say so openly.
Noticing and repairing ruptures
When collaboration gets stuck, it helps to address it directly. Repaired ruptures are associated with better outcomes (r = .30)2. A person notices from a face or a voice that something is wrong. An app barely does. It can only invite you: if you are frustrated, stuck or something does not fit, say so, discard it, start again. Giving up is not needed; a different route may be.
What we promise and what we do not
What we promise
realistic- Clarity
- finding a pattern that connects several conflicts
- Daily life
- small, concrete steps and a plan for the week
- Progress
- seeing what changes over weeks
What we do not promise
honest- Cure
- no treatment of mental illness
- Relationship
- no replacement for a person who accompanies you
- Speed
- no change overnight
How the flow looks in the app is shown in How MindMotion works. What psychology apps can and cannot do in general is covered in Therapy app or coaching app? And why it pays to work on one focus instead of everything at once is explained in One conflict instead of a hundred.
Frequently asked questions
What are the most important factors for change?
The best-supported factors are the working alliance, agreement on goals and collaboration, empathy, positive expectations, feedback on progress and practising between sessions. Klaus Grawe also described resource activation, problem activation, clarification and mastery.
What can an app do well, and what not?
An app can do practice in daily life, if-then plans, making progress visible, clarifying goals, highlighting strengths and helping to understand patterns well. It can barely replace a real human relationship or sense unspoken ruptures.
Is MindMotion therapy?
No. MindMotion does not provide psychotherapy. The app is a tool for psychological self-reflection and is closer to coaching. Research on change factors inspires our design; it is not a promise of effectiveness.
Sources
- Wampold, B. E. (2015). How important are the common factors in psychotherapy? An update. World Psychiatry, 14(3), 270–277. PubMed Central (NIH)
pmc.ncbi.nlm.nih.gov/articles/PMC4592639 - Norcross, J. C. & Lambert, M. J. (2018). Psychotherapy relationships that work III. Psychotherapy, 55(4), 303–315. APA PsycNet
psycnet.apa.org/fulltext/2018-51673-001.pdf - Flückiger, C., Del Re, A. C., Wampold, B. E. & Horvath, A. O. (2018). The alliance in adult psychotherapy: A meta-analytic synthesis. Psychotherapy, 55(4), 316–340. Society for the Advancement of Psychotherapy
www.societyforpsychotherapy.org/wp-content/uploads/2018/10/Fluckiger-et-al-2018.pdf - Behrendt, P. (2014). Erfolgsfaktoren im Personzentrierten Coaching [Success factors in person-centred coaching]. Gesprächspsychotherapie und Personzentrierte Beratung, 2/14, 64–68 (referring to Grawe, K., Donati, R. & Bernauer, F., 1994, Psychotherapie im Wandel, and Grawe, K., 1998, Psychologische Therapie). GwG
www.gwg-ev.org/fileadmin/user_upload/Verlag___Shop/GwG-Verlag/ZS_2-14/GPB_2-2014_Behrendt.pdf - Jennissen, S., Huber, J., Ehrenthal, J. C., Schauenburg, H. & Dinger, U. (2018). Association between insight and outcome of psychotherapy: Systematic review and meta-analysis. American Journal of Psychiatry, 175(10), 961–969. American Journal of Psychiatry
ajp.psychiatryonline.org/doi/10.1176/appi.ajp.2018.17080847 - Kazantzis, N., Whittington, C., Zelencich, L., Kyrios, M., Norton, P. J. & Hofmann, S. G. (2016). Quantity and quality of homework compliance: A meta-analysis of relations with outcome in cognitive behavior therapy. Behavior Therapy, 47(5), 755–772. Monash University
research.monash.edu/en/publications/quantity-and-quality-of-homework-compliance-a-meta-analysis-of-re - Gollwitzer, P. M. & Sheeran, P. (2006). Implementation intentions and goal achievement: A meta-analysis of effects and processes. Advances in Experimental Social Psychology, 38, 69–119. KOPS Universität Konstanz
kops.uni-konstanz.de/entities/publication/2e749bfb-8533-437c-8203-7e788c910c5f - de Jong, K., Conijn, J. M., Gallagher, R. A. V., Reshetnikova, A. S., Heij, M. & Lutz, M. C. (2021). Using progress feedback to improve outcomes and reduce drop-out, treatment duration, and deterioration: A multilevel meta-analysis. Clinical Psychology Review, 85, 102002. Universiteit van Amsterdam (Open Access)
pure.uva.nl/ws/files/68128665/Using_progress_feedback_to_improve_outcomes_and_reduce_drop_out_treatment_duration_and_deterioration_A_multilevel_meta_analysis.pdf - van Lotringen, C. M., Jeken, L., Westerhof, G. J., ten Klooster, P. M., Kelders, S. M. & Noordzij, M. L. (2021). Responsible relations: A systematic scoping review of the therapeutic alliance in text-based digital psychotherapy. Frontiers in Digital Health, 3. Frontiers
www.frontiersin.org/articles/10.3389/fdgth.2021.689750/full - TelefonSeelsorge Deutschland. telefonseelsorge.de
www.telefonseelsorge.de
All links were checked at the time of publication.
This article is for information only. MindMotion is a tool for psychological self-reflection and does not provide psychotherapy. Neither this article nor the app replaces assessment or treatment by a psychotherapist or doctor. If you have been struggling for a while, talk to your GP or a psychotherapy practice. If you are in an acute crisis in Germany, the TelefonSeelsorge is available free of charge around the clock at 0800 111 0 111 or 0800 111 0 222. In an emergency, call 112.