Behavioral & Lifestyle

Education, counseling, self-management, and non-exercise behavior-change interventions. Use examples: DSMES, counseling, coaching, adherence programs, storytelling

Evidence Snapshot

Evidence relationships

Studies reviewed

Outcomes evaluated

Strongest evidence area

HbA1c

Top Interventions

Rank	Outcome	Effectiveness	Strength	Consistency	Studies
#1	Beta Cell function	Moderate Positive	Limited	Unclear	1
#2	BMI	Moderate Positive	Limited	Unclear	1
#3	Body weight	Moderate Positive	Limited	Unclear	1
#4	Diabetes remission	Moderate Positive	Limited	Unclear	1
#5	Fasting insulin levels	Moderate Positive	Limited	Unclear	1
#6	Fasting Plasma Glucose	Moderate Positive	Limited	Unclear	1
#7	HbA1c	Moderate Positive	Limited	Unclear	1
#8	Insulin resistance	Moderate Positive	Limited	Unclear	1
#9	Body weight	Moderate Positive	Weak	Unclear	1
#10	HbA1c	Moderate Positive	Weak	Unclear	1

Rank #1

Beta Cell function

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #2

BMI

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #3

Body weight

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #4

Diabetes remission

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #5

Fasting insulin levels

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #6

Fasting Plasma Glucose

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #7

HbA1c

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #8

Insulin resistance

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #9

Body weight

Effectiveness

Moderate Positive

Strength

Weak

Consistency

Unclear

Studies

Rank #10

HbA1c

Effectiveness

Moderate Positive

Strength

Weak

Consistency

Unclear

Studies

Practical Questions

What outcomes does Behavioral & Lifestyle appear to affect most often?

most studied

Based on 19 evidence relationships across 24 studies

Outcomes:

BMIBody weightHbA1c

Interventions:

Behavioral lifestyle interventionsBehavioral counselingDigital physician Pharmacist collaborative careDigital storytelling intervention for diabetes self ManagementIntegrated multidisciplinary diabetes and kidney care program+7 more

Where are results mixed or inconsistent for Behavioral & Lifestyle?

consistency issues

Based on 2 evidence relationships across 4 studies

Outcomes:

Treatment adherenceFasting insulin levels

Interventions:

Behavioral counselingMultidisciplinary lifestyle intervention for type 2 diabetes remission

Which outcomes need more research for Behavioral & Lifestyle?

research gaps

Based on 3 evidence relationships across 7 studies

Outcomes:

Treatment adherenceBMIHbA1c

Interventions:

Behavioral counselingMultidisciplinary lifestyle intervention for type 2 diabetes remissionRemote Educational Program

How does HbA1c compare with HbA1c for Behavioral & Lifestyle?

compare

Based on 2 evidence relationships across 4 studies

Outcomes:

HbA1c

Interventions:

Remote Educational ProgramSMS text messaging behavioral intervention

Evidence Landscape

Evidence landscape

Each bubble represents an evidence relationship. Position shows effectiveness and strength; size reflects study volume.

Limited evidence

Promising

Reliable

High impact

Lower Evidence Strength→Higher Evidence Strength

Lower Effectiveness→Higher Effectiveness

Explore by Outcome

Outcome	Pairs	Research	Avg Strength
HbA1c	11	13	44
Treatment adherence	4	5	41
BMI	4	4	45
Body weight	4	4	43
Treatment satisfaction	3	3	41
Diabetes medication use	2	2	43
Diastolic blood pressure	2	2	45
Fasting glucose	2	2	40
Fasting insulin levels	2	2	43
HDL cholesterol	2	2	31
Perceived diabetes management competence	2	2	43
Quality of life	1	2	37
Self Management behaviors	2	2	43
Systolic blood pressure	2	2	45
Total cholesterol	2	2	45
Triglycerides	2	2	45
10 Year ASCVD risk	1	1	47
Albuminuria	1	1	42
App usability rating (MAUQ)	1	1	39
Beta Cell function	1	1	45
C Reactive protein	1	1	42
Daily insulin dose	1	1	42
Diabetes Related misconceptions	1	1	41
Diabetes remission	2	1	44
Estimated glomerular filtration rate	1	1	21
Fasting Plasma Glucose	2	1	43
Gestational diabetes mellitus incidence	1	1	45
Health belief score	1	1	46
Hypoglycemia events	1	1	42
Hypoglycemia sign recognition	1	1	41
Hypoglycemia symptom score	1	1	42
Insulin resistance	2	1	44
Insulin sensitivity	1	1	42
LDL cholesterol	1	1	42
Maternity diabetes treatment satisfaction	1	1	39
Physical activity level	1	1	46
Postprandial glucose	1	1	47
Serious adverse events incidence	1	1	35
Time in range	1	1	34
Total diabetes Related cost	1	1	47
Type 1 diabetes knowledge score	1	1	41
User experience SUS score	1	1	39
Waist circumference	1	1	47
Waist To Hip ratio	1	1	47

Latest Research

Home telemedicine may improve HbA1c in older adults with type 2 diabetes

Study Type: randomized-controlled-trials-rctsPublished: May 30, 2026

int-remote-educational-program

out-hba1cout-health-belief-score

Elderly patient with long-standing diabetes achieved sustained insulin independence through lifestyle intervention

Study Type: non-randomized-clinical-trial-non-rctPublished: May 29, 2026

int-multidisciplinary-lifestyle-intervention-for-type-2-diabetes

out-bmiout-body-weight

Intensive lifestyle program was linked to diabetes remission in Indian adults

Study Type: non-randomized-clinical-trial-non-rctPublished: May 29, 2026

int-multidisciplinary-lifestyle-intervention-for-type-2-diabetes

out-bmiout-body-weight

Telephone pharmacist coaching did not improve HbA1c in poorly controlled diabetes

Study Type: randomized-controlled-trials-rctsPublished: May 29, 2026

int-telephone-pharmacist-behavioral-intervention

out-hba1cout-treatment-adherence

Team-based diabetes care may improve blood sugar, blood pressure, and albuminuria

Study Type: non-randomized-clinical-trial-non-rctPublished: May 29, 2026

int-integrated-multidisciplinary-diabetes-kidney-care

out-albuminuriaout-diastolic-blood-pressure

Digital pharmacist-physician care improves HbA1c in type 2 diabetes

Study Type: randomized-controlled-trials-rctsPublished: May 29, 2026

int-digital-physician-pharmacist-collaborative-care

out-10-year-ascvd-riskout-diastolic-blood-pressure

WhatsApp self-care education may improve HbA1c and daily self-care in women with type 2 diabetes

Study Type: non-randomized-clinical-trial-non-rctPublished: May 29, 2026

int-whatsapp-based-diabetes-self-care-education-program

out-hba1cout-self-management-behaviors

Remote low-carb diet education reduces HbA1c by 0.91% and cuts medication use in half for type 2 diabetes

Study Type: randomized-controlled-trials-rctsPublished: May 27, 2026

int-remote-nutrition-education-low-carb

out-bmiout-body-weight

Lifestyle changes plus probiotic use were linked with better HbA1c in one man with type 2 diabetes

Study Type: non-randomized-clinical-trial-non-rctPublished: May 26, 2026

int-behavioral-counseling

out-body-weightout-hba1c

Tailored low-intensity GDM diet support showed similar engagement across CALD and non-CALD women

Study Type: randomized-controlled-trials-rctsPublished: May 26, 2026

int-behavioral-counseling

out-treatment-adherenceout-treatment-satisfaction

Full Evidence Table

Showing 78 of 78 evidence pairs

Intervention	Outcome	Effectiveness	Strength	Consistency	Studies
Behavioral lifestyle interventions	Beta Cell function	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	BMI	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	Body weight	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	Diabetes remission	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	Fasting insulin levels	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	Fasting Plasma Glucose	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	HbA1c	Moderate Positive	Limited	Unclear	1
Behavioral lifestyle interventions	Insulin resistance	Moderate Positive	Limited	Unclear	1
Behavioral counseling	Body weight	Moderate Positive	Weak	Unclear	1
Behavioral counseling	HbA1c	Moderate Positive	Weak	Unclear	1
Behavioral counseling	Treatment adherence	Weak Positive	Weak	Mixed	2
Behavioral counseling	Treatment satisfaction	Neutral	Weak	Unclear	1
Digital physician Pharmacist collaborative care	10 Year ASCVD risk	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Diastolic blood pressure	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Fasting glucose	Neutral	Weak	Unclear	1
Digital physician Pharmacist collaborative care	HbA1c	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Postprandial glucose	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Systolic blood pressure	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Total cholesterol	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Total diabetes Related cost	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Treatment satisfaction	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Triglycerides	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Waist circumference	Moderate Positive	Limited	Unclear	1
Digital physician Pharmacist collaborative care	Waist To Hip ratio	Moderate Positive	Limited	Unclear	1
Digital storytelling intervention for diabetes self Management	HbA1c	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	Albuminuria	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	Diastolic blood pressure	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	Estimated glomerular filtration rate	Moderate Negative	Weak	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	HbA1c	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	HDL cholesterol	Moderate Negative	Weak	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	LDL cholesterol	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	Systolic blood pressure	Moderate Positive	Limited	Unclear	1
Integrated multidisciplinary diabetes and kidney care program	Total cholesterol	Moderate Positive	Limited	Unclear	1
Mobile app for gestational diabetes self Management	App usability rating (MAUQ)	Moderate Positive	Weak	Unclear	1
Mobile app for gestational diabetes self Management	Maternity diabetes treatment satisfaction	Moderate Positive	Weak	Unclear	1
Mobile app for gestational diabetes self Management	User experience SUS score	Moderate Positive	Weak	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	BMI	Moderate Positive	Limited	Consistent	2
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Body weight	Moderate Positive	Limited	Consistent	2
Multidisciplinary lifestyle intervention for type 2 diabetes remission	C Reactive protein	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Daily insulin dose	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Diabetes medication use	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Diabetes remission	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Fasting insulin levels	Weak Positive	Limited	Mixed	2
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Fasting Plasma Glucose	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	HbA1c	Moderate Positive	Limited	Consistent	2
Multidisciplinary lifestyle intervention for type 2 diabetes remission	HDL cholesterol	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Hypoglycemia events	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Insulin resistance	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Insulin sensitivity	Moderate Positive	Limited	Unclear	1
Multidisciplinary lifestyle intervention for type 2 diabetes remission	Triglycerides	Moderate Positive	Limited	Unclear	1
Remote Educational Program	HbA1c	Moderate Positive	Limited	Generally Consistent	3
Remote Educational Program	Health belief score	Moderate Positive	Limited	Unclear	1
Remote Educational Program	Hypoglycemia symptom score	Moderate Positive	Limited	Unclear	1
Remote Educational Program	Perceived diabetes management competence	Moderate Positive	Limited	Unclear	1
Remote Educational Program	Quality of life	Neutral	Weak	Unclear	2
Remote Educational Program	Self Management behaviors	Moderate Positive	Limited	Unclear	1
Remote Educational Program	Serious adverse events incidence	Neutral	Weak	Unclear	1
Remote Educational Program	Time in range	Neutral	Weak	Unclear	1
Remote Educational Program	Treatment adherence	Moderate Positive	Limited	Unclear	1
Remote Educational Program	Treatment satisfaction	Moderate Positive	Limited	Unclear	1
Remote nutrition education on low Carbohydrate diet	BMI	Moderate Positive	Limited	Unclear	1
Remote nutrition education on low Carbohydrate diet	Body weight	Moderate Positive	Limited	Unclear	1
Remote nutrition education on low Carbohydrate diet	Diabetes medication use	Moderate Positive	Limited	Unclear	1
Remote nutrition education on low Carbohydrate diet	Fasting glucose	Moderate Positive	Limited	Unclear	1
Remote nutrition education on low Carbohydrate diet	HbA1c	Moderate Positive	Limited	Unclear	1
SMS text messaging behavioral intervention	HbA1c	Moderate Positive	Limited	Unclear	1
SMS text messaging behavioral intervention	Physical activity level	Moderate Positive	Limited	Consistent	1
T1D education	Diabetes Related misconceptions	Moderate Positive	Limited	Unclear	1
T1D education	Hypoglycemia sign recognition	Moderate Positive	Limited	Unclear	1
T1D education	Perceived diabetes management competence	Moderate Positive	Limited	Unclear	1
T1D education	Type 1 diabetes knowledge score	Moderate Positive	Limited	Unclear	1
Telephone counseling	BMI	Moderate Positive	Limited	Unclear	1
Telephone counseling	Gestational diabetes mellitus incidence	Moderate Positive	Limited	Unclear	1
Telephone counseling	Treatment adherence	Moderate Positive	Limited	Unclear	1
Telephone Based pharmacist behavioral intervention	HbA1c	Neutral	Weak	Unclear	1
Telephone Based pharmacist behavioral intervention	Treatment adherence	Neutral	Weak	Unclear	1
WhatsApp Based diabetes self Care education program	HbA1c	Moderate Positive	Weak	Unclear	1
WhatsApp Based diabetes self Care education program	Self Management behaviors	Moderate Positive	Weak	Unclear	1

Intervention → Outcome