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Training and education research: what the studies show

Training papers cover how residents and fellows learn facelift and how surgical volume is measured.

Training and education in plain words

The facelift is one of the hardest cosmetic operations to learn, and surgeons in training get less of it than they want. Patients learn about it from consultations, websites, videos and now AI chatbots, and the research shows each source has gaps.

What the research shows

Residents rate the facelift as one of the most difficult cosmetic operations. In American surveys, residents felt confident with breast and body surgery and least prepared for facelift and rhinoplasty (Hashem 2017). Canadian residents reported the same and said cosmetic cases had become harder to see because most are done in private centers (Chivers 2013). Practice on fresh cadaver tissue raised residents' confidence, yet confidence stayed lowest for facelift and rhinoplasty (Sheckter 2013).

Training volume has not kept up with demand. Facelift cases in plastic surgery residency did not grow over most of the past decade while American demand for facelifts rose each year (Toms 2025). Minimum cosmetic case requirements differ widely between training programs and specialties (Handler 2015).

Supervised resident surgery is safe. Facelifts done by chief residents under supervision had complication rates in line with published series, with no permanent nerve injury (Sullivan 1999). A resident cosmetic clinic had the same complication and reoperation rates as the attending surgeons' clinic, at lower cost, though resident operations took longer (Shakir 2020). Patients of a resident clinic were mostly satisfied and would recommend it (Freiberg 1997).

Experience lowers risk. In one surgeon's deep plane facelifts, complications in the last group of cases were half those of the first group, and skin loss disappeared (Çelik 2026). Ask a surgeon how many facelifts they perform each year.

Patients forget most of the risks they are told. In a randomized study, patients given a written pamphlet with the spoken risk discussion remembered more risks two weeks later than those told only in person (Makdessian 2004).

Where surgeons disagree

  • Whether AI chatbots help patients. Chatbots answered common facelift questions clearly and safely (Abi-Rafeh 2024, Mangal 2026). Given simulated complications after facelift, ChatGPT usually named the likely problem but often judged it more urgent than it was, and chatbots left out less common but important risks (Abi-Rafeh 2023, Mangal 2026).
  • Where residents should get facelift experience. Surveys favor resident clinics and cadaver courses (Hashem 2017); Canadian residents valued rotations in private cosmetic practices (Chivers 2013).

What is new

  • AI tools rewrote facial plastic surgery handouts at a reading level closer to what patients can follow, with a surgeon checking the result (Shaari 2026).
  • Facelift videos on YouTube come almost entirely from private practices and rarely cover alternatives, complications or recovery (Elliot 2023).

What is still unknown

  • Whether training changes patient results: surveys measure residents' confidence and leave patient outcomes unmeasured (Sheckter 2013).
  • How good online facelift information is overall: web pages scored in the middle of a standard reliability scale and were written at about a tenth-grade reading level (Alwani 2020).

Key papers

  • Freiberg 1997: patients were satisfied with resident cosmetic surgery.
  • Sullivan 1999: supervised resident facelifts are safe.
  • Makdessian 2004: a written pamphlet helps patients remember the risks.
  • Hashem 2017: residents feel least prepared for facelift.
  • Shakir 2020: resident and attending clinics had the same complication rates.
  • Abi-Rafeh 2023: ChatGPT and facelift complications.
  • Toms 2025: resident facelift volume did not grow with demand.
  • Çelik 2026: complications fall as a surgeon gains experience.

Papers with a plain summary

Newest papers

2026
Computational Modelling of Platysma Muscle Mechanics: Challenging the Isometric Contraction Paradigm and Implications for the Treatment of Neck Bands
Rahman E, Rao P, Michon A, Ioannidis S, Garcia PE, Sayed K, et al. · Aesthetic Plast Surg · PMID 42377494
2026
Assessing ChatGPT-4o's Image Generation for Educational Infographics in Plastic Surgery: A Pilot Study
Marcaccini G, Shadid O, Seth I, Bagalà E, Cuomo R, Rozen WM · Aesthetic Plast Surg · PMID 41680309
2026
Simulation-driven experiments resolve throttle pedal vibration issues
Liu X, Yan F, Li X, Zhao P, Cheng Y · Sci Rep · PMID 41986606
2026
Artificial Intelligence (AI)-Assisted Patient Education and Concerns Following Facelift Surgery: A Study on ChatGPT-4 and Gemini
Almousa H, Alhajress R, Alabdulkareem A, Abaalkhail M, Obeid A, Fnais N, et al. · Aesthetic Plast Surg · PMID 41148328
2026
ChatGPT-4o as a Tool for Patient Education in Plastic Surgery
Mangal R, Prasad S, Dahl V, Desai A, Wu S, Thaller S · J Craniofac Surg · PMID 41603902
2025
Facial aesthetic training in U.S. plastic surgery residency: A multi-source analysis of resident exposure and market demand
Toms JA, Rezania N, O'Neill E, Wiegmann AL, Hendizadeh AN, Najafali D, et al. · J Plast Reconstr Aesthet Surg · PMID 40795483
2025
"Nip and Tuck": Training the Next Generation of Aesthetic Plastic Surgeons
Cheung LK, Skepastianos V, Kostopoulos E, Skepastianos G · Plast Reconstr Surg Glob Open · PMID 39823025
2024
The 3-Level Approach to Facelift Planning: A Simple Paradigm for Surgical Rejuvenation of the Face
Gougoutas AJ, Movassaghi K · Aesthetic Plast Surg · PMID 38263497
2024
Comparative Performance of Current Patient-Accessible Artificial Intelligence Large Language Models in the Preoperative Education of Patients in Facial Aesthetic Surgery
Abi-Rafeh J, Bassiri-Tehrani B, Kazan R, Hanna SA, Kanevsky J, Nahai F · Aesthet Surg J Open Forum · PMID 39228821
2023
Evaluating YouTube Videos on Facelift Surgery for Facial Rejuvenation as a Resource for Patients
Elliot ZT, Lu JS, Campbell D, Xiao KB, Christopher V, Krein H, et al. · Ann Otol Rhinol Laryngol · PMID 36788443
2022
Reviewing ACGME Plastic Surgery Fellowship Case Logs: Is Surgical Experience Increasing?
Iglesias NJ, Williams TP, Chokshi SN, Cummins CB, Mao RD, Mobli K, et al. · J Surg Res · PMID 35594617
2022
A Multimetric Readability Analysis of Online Patient Educational Materials for Submental Fat Reduction
Chang IA, Wells MW, Zheng DX, Mulligan KM, Wong C, Scott JF, et al. · Aesthetic Plast Surg · PMID 35037081
2022
Newer teaching-learning methods and assessment modules in anaesthesia education
Kundra P, Kurdi M, Mehrotra S, Jahan N, Kiran S, Vadhanan P · Indian J Anaesth · PMID 35309022
2021
[Change of perception of aged male attractiveness by conventional or male facelift: 3D simulation study of a new facelift concept for men]
Leifeld IH, Sorg CGG, Tilkorn DJ, Steiert AE, Hauser J, Sorg H · Handchir Mikrochir Plast Chir · PMID 33086393
2021
Tools to Increase Resident Aesthetic Clinic Volume
White-Dzuro CG, Glassman GE, Lee ES, Drolet BC, Forte AJ, Perdikis G, et al. · Aesthetic Plast Surg · PMID 33104859
2021
Opioid prescribing practices in academic otolaryngology: A single institutional survey
Mokhtari TE, Miller LE, Chen JX, Hartnick CJ, Varvares MA · Am J Otolaryngol · PMID 33878642
2020
From "Hello to Goodbye"-Guiding the Patient of Her Journey Through Facial Rejuvenation Surgery
Truswell WH · Facial Plast Surg Clin North Am · PMID 33010860
2020
The Role of a Resident Aesthetic Clinic in Addressing the Trainee Autonomy Gap
Shakir S, Kozak GM, Nathan SL, Davis H, Whitely C, Broach RB, et al. · Aesthet Surg J · PMID 31724036
2020
Evaluation of the Quality of Printed Online Education Materials in Cosmetic Facial Plastic Surgery
Alwani MM, Campiti VJ, Bandali EH, Nesemeier BR, Ting JY, Shipchandler TZ · Facial Plast Surg Aesthet Med · PMID 32267787
2019
Assessing the educational quality of 'YouTube' videos for facelifts
Derakhshan A, Lee L, Bhama P, Barbarite E, Shaye D · Am J Otolaryngol · PMID 30661892
2017
Resident and Program Director Perceptions of Aesthetic Training in Plastic Surgery Residency: An Update
Hashem AM, Waltzman JT, D'Souza GF, Cakmakoglu C, Tadisina KK, Kenkel JM, et al. · Aesthet Surg J · PMID 28333253
2016
Gelatin Facial Skin Simulator for Cutaneous Reconstruction
Taylor SR, Chang CW · Otolaryngol Head Neck Surg · PMID 26645528
2015
A review of general cosmetic surgery training in fellowship programs offered by the American Academy of Cosmetic Surgery
Handler E, Tavassoli J, Dhaliwal H, Murray M, Haiavy J · J Oral Maxillofac Surg · PMID 25795577
2015
2014
The galliform (Turkey thigh) model for resident training in facial plastic surgery
Isaacson DS, Edmonds PR, Isaacson G · Laryngoscope · PMID 23939997
2013
Cosmetic surgery training in Canadian plastic surgery residencies: are we training competent surgeons?
Chivers QJ, Ahmad J, Lista F, Warren RJ, Arkoubi AY, Mahabir RC, et al. · Aesthet Surg J · PMID 23169820
2013
Incorporation of fresh tissue surgical simulation into plastic surgery education: maximizing extraclinical surgical experience
Sheckter CC, Kane JT, Minneti M, Garner W, Sullivan M, Talving P, et al. · J Surg Educ · PMID 23725934
2011
3D mechanical modeling of facial soft tissue for surgery simulation
Mazza E, Barbarino GG · Facial Plast Surg Clin North Am · PMID 22004857
2011
The stoke flap model for training in local flap surgery
Chipp E, Rayatt S · J Plast Reconstr Aesthet Surg · PMID 21109496
2011
A randomized controlled trial of skin care protocols for facial resurfacing: lessons learned from the Plastic Surgery Educational Foundation's Skin Products Assessment Research study
Pannucci CJ, Reavey PL, Kaweski S, Hamill JB, Hume KM, Wilkins EG, et al. · Plast Reconstr Surg · Randomized Controlled Trial · PMID 21364435
2009
Aesthetic plastic surgery: junior plastic surgeons' confidence in a training program
Sterodimas A, Radwanski HN, Pitanguy I · Aesthetic Plast Surg · PMID 19116732
2004
Informed consent for rhytidectomy: a survey of AAFPRS fellowship programs
Levine JM, Goldstein SA, Kelly AB, Pribitkin EA · Arch Facial Plast Surg · PMID 14732647
2004
Informed consent in facial plastic surgery: effectiveness of a simple educational intervention
Makdessian AS, Ellis DA, Irish JC · Arch Facial Plast Surg · Randomized Controlled Trial · PMID 14732641
2002
Oz reprised: training and experience vs. greed
Lanzafame RJ · J Clin Laser Med Surg · PMID 12206719
1999
Complications of rhytidectomy in an otolaryngology training program
Sullivan CA, Masin J, Maniglia AJ, Stepnick DW · Laryngoscope · PMID 10890765
1997
Are patients satisfied with results from residents performing aesthetic surgery?
Freiberg A, Giguère D, Ross DC, Taylor JR, Bell T, Kerluke LD · Plast Reconstr Surg · PMID 9393483
1996
Women for women's health: Uganda
Andrews CM · Nurs Outlook · PMID 8794456
1995
Patient education materials for facelifts and blepharoplasty
Spencer KW · Plast Surg Nurs · PMID 7777627
1987
Complications following rhytidectomy (continuing education credit)
Salisbury CC, Kaye B · Plast Surg Nurs · PMID 3685177
1985
Facial plastic surgery in an otolaryngology training program
Osguthorpe JD, Lomax WR · Laryngoscope · PMID 4046712
1981
The health education carnival: giving the old health fair a facelift
Watts PR, Stinson WJ · Health Educ · PMID 6173350