Financial barriers and inequity in medical education in India: challenges to training a diverse and representative healthcare workforce.

India has been historically challenged by an insufficient and heterogeneously clustered distribution of healthcare infrastructure. While resource-limited healthcare settings, such as major parts of India, require multidisciplinary approaches for improvement, one key approach is the recruitment and training of a healthcare workforce representative of its population. This requires overcoming barriers to equity and representation in Indian medical education that are multi-faceted, historical, and rooted in inequality. However, literature is lacking regarding the financial or economic barriers, and their implications on equity and representation in the Indian allopathic physician workforce, which this review sought to describe. Keyword-based searches were carried out in PubMed, Google Scholar, and Scopus in order to identify relevant literature published till November 2023. This state-of-the-art narrative review describes the existing multi-pronged economic barriers, recent and forthcoming changes deepening these barriers, and how these may limit opportunities for having a diverse workforce. Three sets of major economic barriers exist to becoming a specialized medical practitioner in India - resources required to get selected into an Indian medical school, resources required to pursue medical school, and resources required to get a residency position. The resources in this endeavor have historically included substantial efforts, finances, and privilege, but rising barriers in the medical education system have worsened the state of inequity. Preparation costs for medical school and residency entrance tests have risen steadily, which may be further exacerbated by recent major policy changes regarding licensing and residency selection. Additionally, considerable increases in direct and indirect costs of medical education have recently occurred. Urgent action in these areas may help the Indian population get access to a diverse and representative healthcare workforce and also help alleviate the shortage of primary care physicians in the country. Discussed are the reasons for rural healthcare disparities in India and potential solutions related to medical education.

Maxine Deborrah Hyde: First Female Graduate of Case Western Reserve University's Neurologic Surgery Residency Program and Second Black Female Neurosurgeon in the United States.

BACKGROUND: The historical diversity gap in the neurosurgical workforce persists to this day. Women, despite constituting over half of the yearly total of medical school graduates, comprise only 6% of certified practicing neurosurgeons in the United States. Furthermore, Black Americans make up under 4% of U.S. neurosurgeons, despite making up around 14% of the national population. The purpose of this account is to highlight the life and career of Dr. Maxine Deborrah Hyde and illustrate the importance and necessity of diversity and inclusivity in advancing the field of neurosurgery. Through this paper, we aspire to encourage the development of new diversity initiatives. METHODS: Original scientific and bibliographic materials of Hyde were examined, and an extensive analysis of her life was compiled. RESULTS: Despite growing up during the era of Jim Crow, Dr. Hyde persevered and became the valedictorian of Oak Park High School. As a first-generation college student at Tougaloo College, she later earned her MS from Cleveland State University. Dr. Hyde graduated with honors from Case Western Reserve University School of Medicine in 1977. Thereafter, she became the first female and first Black graduate of Case Western's neurosurgery residency and the second Black woman to receive certification from the American Board of Neurological Surgery. Later in life, Dr. Hyde established the Beacon of Hope Scholarship Foundation to assist disadvantaged students in overcoming educational barriers. CONCLUSIONS: Dr. Hyde was a trailblazer who overcame systematic barriers and paved the way for future generations of aspiring neurosurgeons.

Trends in medical device company payments in neurosurgery: a nationwide, multidatabase, geospatial analysis.

OBJECTIVE: Industry partnerships help advance the field of neurosurgery. Given the nature of the field and its close relationship with innovation, neurosurgeons frequently partner with the medical device industry to advance technology and improve outcomes. However, this can create important ethical concerns for patients. In this paper, the authors sought to comprehensively study how physician payments from medical device companies have changed and what geographic parameters influence the trends observed over the years. METHODS: The authors queried and merged several large databases, including Medicare and Medicaid provider usage data and databases from the Open Payments Program, National Plan and Provider Enumeration System, and US Census Bureau. Geospatial analysis was performed using Moran's I and II clustering. Univariate and multivariable analyses were performed using the Mann-Whitney U-test and geospatially weighted multivariable regression for hot spot and cold spot membership. RESULTS: Data for 952 counties across the continental United States were analyzed. Ninety-seven counties constituted geographic hot spots. These hot spots were primarily concentrated in Florida, the New York-Pennsylvania region, central Colorado, and southwestern United States. Independent predictors of hot spot membership included greater unemployment rates, the percentage of White patients, the presence of mobile homes, and the percentage of county Hispanic and Black populations. Company-based differences were examined. The vast majority of Medtronic's payments were in the form of royalties and licensing (86.6%). Royalties and licensing accounted for the majority of payments for DePuy (69.4%), Globus Medical (62%), and NuVasive (77.1%). In contrast, other companies, such as Boston Scientific, opted to pay physicians in the form of ownership and investment interests (42.1%). The impact of the COVID-19 pandemic was also assessed. During the onset of the pandemic in 2020, physician payments fell or remained the same across all regions with the exception of the South Atlantic region. However, it was observed that nearly all regions rebounded, with stark elevations in physician payments immediately in 2021. CONCLUSIONS: This analysis demonstrates that there are national hot spots and cold spots of physician payments, and offers some social, economic, and company-dependent predictors that may influence the magnitude of payments. Further analysis is needed to better understand this clinical-commercial partnership in healthcare, specifically within neurosurgical practice.

Madeline Earle Stanton (1898-1980): Librarian and Consultant of the Medical Historical Library at Yale University, Research Assistant in Bibliography in the Yale Department of the History of Medicine, Associate Editor of the Journal of the History of Medicine and Allied Sciences, and Secretary and Protégé of Harvey Cushing.

BACKGROUND: This historical account reviews the course and lasting impact of Madeline Earle Stanton (1898-1980) in neurosurgery. METHODS: The writing of this project was sparked by the discovery of original scientific and bibliographical information about Stanton. It is a thorough review of literature on Stanton and reflects the scope and depth of these prior works. RESULTS: Beginning with Madeline Stanton's venture with Dr. Harvey Cushing at Harvard and Peter Bent Brigham Hospital in Boston, this project follows the transformation of her role as Cushing's secretary to the secretary of the Medical Historical Library at Yale. Stanton played an integral role in the development of the Yale Medical Historical Library, becoming the librarian of the Historical Collections and remaining a historical consultant after retirement. Stanton served as an assistant and associate editor for the Journal of the History of Medicine and Allied Sciences. Stanton's work created an access point to valuable medical literature for the furthering of medical education and development. CONCLUSIONS: Our article provides glimpses into the personality of Madeline Stanton and her marked impact on neurosurgery.

Varying Degree of Overlap Following the Critical Steps of Lumbar Fusion and Short-term Outcomes.

STUDY DESIGN: Retrospective cohort. OBJECTIVE: The present study analyzes the impact of end-overlap on short-term outcomes after single-level, posterior lumbar fusions. SUMMARY OF BACKGROUND DATA: Few studies have evaluated how "end-overlap" (i.e., surgical overlap after the critical elements of spinal procedures, such as during wound closure) influences surgical outcomes. METHODS: Retrospective analysis was performed on 3563 consecutive adult patients undergoing single-level, posterior-only lumbar fusion over a 6-year period at a multi-hospital university health system. Exclusion criteria included revision surgery, missing key health information, significantly elevated body mass index (>70), non-elective operations, non-general anesthesia, and unclean wounds. Outcomes included 30-day emergency department visit, readmission, reoperation, morbidity, and mortality. Univariate analysis was carried out on the sample population, then limited to patients with end-overlap. Subsequently, patients with the least end-overlap were exact-matched to patients with the most. Matching was performed based on key demographic variables-including sex and comorbid status-and attending surgeon, and then outcomes were compared between exact-matched cohorts. RESULTS: Among the entire sample population, no significant associations were found between the degree of end-overlap and short-term adverse events. Limited to cases with any end-overlap, increasing overlap was associated with increased 30-day emergency department visits ( P =0.049) but no other adverse outcomes. After controlling for confounding variables in the demographic-matched and demographic/surgeon-matched analyses, no differences in outcomes were observed between exact-matched cohorts. CONCLUSIONS: The degree of overlap after the critical steps of single-level lumbar fusion did not predict adverse short-term outcomes. This suggests that end-overlap is a safe practice within this surgical population.

Alexa Irene Canady: First Female African American Neurosurgeon of the United States.

BACKGROUND: This historical account reviews the course and lasting impact of Dr. Alexa Irene Canady in neurosurgery. METHODS: The writing of this project was sparked by the discovery of original scientific and bibliographical information about Alexa Canady, the first female African-American neurosurgeon in the nation. This article is a thorough review of the literature and information on Canady, reflecting the breadth of these previous publications, and showcasing our viewpoints after comprehensive compilation of information. RESULTS: Our paper begins by introducing Dr. Alexa Irene Canady and her decision to pursue a career in medicine during her years in university; follows her journey through medical school and growing interests in neurosurgery; outlines her journey in residency; discusses her career as an established pediatric neurosurgeon at the University of Michigan; outlines her role in establishing a department of pediatric neurosurgery in Pensacola, Florida; and details the obstacles and challenges she faced throughout her career, as well as the barriers she broke along the way. CONCLUSIONS: Our article provides glimpses into the personal life and achievements of Dr. Alexa Irene Canady and her marked impact on the field of neurosurgery.

Emanuel Olatunde Alaba Olanrewaju Odeku (1927-1974): First African Neurosurgeon Trained in the United States and Establisher of the National and West African Postgraduate Medical Colleges.

BACKGROUND: In this comprehensive historical account, the authors delve into the remarkable trajectory of Dr. Latunde E. Odeku, a pioneering figure in neurosurgery. METHODS: The inspiration for this project was ignited by the discovery of the original scientific and bibliographic materials of Latunde Odeku, a renowned Nigerian neurosurgeon and the first African neurosurgeon in history. Following a thorough review of the literature and information available on Dr. Odeku, we have compiled a comprehensive and detailed analysis of his life, work, and legacy. RESULTS: This paper begins by introducing his childhood and early education in Nigeria, highlights his journey through medical school and residency in the United States, and follows his career and role in establishing the first neurosurgical unit in West Africa. We celebrate the life and legacy of Latunde Odeku, a trailblazing neurosurgeon whose contribution has inspired generations of medical professionals in Africa and around the world. CONCLUSIONS: This article sheds light on the remarkable life and achievements of Dr. Odeku and his trailblazing work for generations of doctors and researchers.

Traumatic Brain Injury Mortality and Correlates in Low- and Middle-Income Countries: A Meta-Epidemiological Study.

BACKGROUND: It is estimated that up to 69 million people per year experience traumatic brain injury (TBI) with the highest prevalence found in low- and middle-income countries (LMICs). A paucity of data suggests that the mortality rate after severe TBI is twice as high in LMICs than in high-income countries. OBJECTIVE: To analyze TBI mortality in LMICs and to evaluate what country-based socioeconomic and demographic parameters influence TBI outcomes. METHODS: Four databases were searched for the period January 1, 2002, to January 1, 2022, for studies describing TBI outcomes in LMICs. Multivariable analysis was performed using multivariable linear regression, with the outcome as the pooled mortality by country and the covariates as the adjusted parameters. RESULTS: Our search yielded 14 376 records of which 101 were included in the final analysis, totaling 59 197 patients and representing 31 LMICs. The pooled TBI-related mortality was 16.7% (95% CI: 13.7%-20.3%) without significant differences comparing pediatrics vs adults. Pooled severe TBI-related mortality was significantly higher than mild. Multivariable analysis showed a significant association between TBI-related mortality and median income ( P = .04), population percentage below poverty line ( P = .02), primary school enrollment ( P = .01), and poverty head ratio ( P = .04). CONCLUSION: TBI-related mortality in LMICs is 3-fold to 4-fold higher than that reported in high-income countries. Within LMICs, parameters associated with poorer outcomes after TBI include factors recognized as social determinants of health. Addressing social determinants of health in LMICs might expedite the quest to close the care delivery gap after TBI.

Impact of obesity on complications and surgical outcomes after adult degenerative scoliosis spine surgery.

OBJECTIVE: To compare perioperative outcomes of obese versus non-obese adult patients who underwent degenerative scoliosis spine surgery. METHODS: 235 patients who underwent thoracolumbar adult spinal deformity (ASD) surgery (≥4 levels) were identified and categorized into two cohorts based on their body mass indices (BMI): obese (BMI ≥30 kg/m2; n = 81) and non-obese (BMI <30 kg/m2; n = 154). Preoperative (demographics, co-morbidities, American Society of Anesthesiologists (ASA) score and modified frailty indices (mFI-5 and mFI-11)), intraoperative (estimated blood loss (EBL) and anesthesia duration), and postoperative (complication rates, Oswestry Disability Index (ODI) scores, discharge destination, readmission rates, and survival) characteristics were analyzed by student's t, chi-squared, and Mann-Whitney U tests. RESULTS: Obese patients were more likely to be Black/African-American (p < 0.05, OR:4.11, 95% CI:1.20-14.10), diabetic (p < 0.05, OR:10.18, 95% CI:4.38-23.68) and had higher ASA (p < .01) and psoas muscle indices (p < 0.0001). Furthermore, they had greater pre- and post-operative ODI scores (p < 0.05) with elevated mFI-5 (p < 0.0001) and mFI-11 (p < 0.01). Intraoperatively, obese patients were under anesthesia for longer time periods (p < 0.05) with higher EBL (p < 0.05). Postoperatively, while they were more likely to have complications (OR:1.77, 95% CI:1.01 - 3.08), had increased postop days to initiate walking (p < .05) and were less likely to be discharged home (OR:0.55, 95% CI:0.31-0.99), no differences were found in change in ODI scores or readmission rates between the two cohorts. CONCLUSIONS: Obesity increases pre-operative risk factors including ASA, frailty and co-morbidities leading to longer operations, increased EBL, higher complications and decreased discharge to home. Pre-operative assessment and systematic measures should be taken to improve peri-operative outcomes.

Interhemispheric gravity-assisted approach for microsurgical resection of a splenium arteriovenous malformation.

The parietal interhemispheric approach employing gravity retraction with skeletonization of bridging veins provides an excellent operative window for safe, curative resection of splenial arteriovenous malformations.

VertebralArtery Injury with Anterior Cervical Spine Operations: A Systematic Review of Risk Factors, Clinical Outcomes, and Management Strategies.

OBJECTIVE: Anterior cervical spine operations are commonly performed on cervical spine pathologies and to a large extent are safe and successful. However, these surgical procedures expose the vertebral artery, posing a risk of harm to it. METHODS: A systematic review was conducted using PubMed, Google Scholar, and Web of Science electronic databases according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines to critically assess primary articles discussing treatment strategies "vertebral artery injury" AND "anterior cervical spine" and develop a management strategy based on our experience and meta-analysis of the literature. In addition, we present an illustrative case of iatrogenic vertebral artery injury presenting with 6 to 7 months' history of progressive dysphagia was transferred to our care from an outside institution. RESULTS: Included and analyzed were 43 articles that detailed 75 cases involving vertebral artery injury (VAI) in anterior cervical spine operations. Preoperatively, frequent clinical findings reported were sensory deficit (26 patients [63.41%]), motor deficit (20 patients [48.78%]), and pain (17 patients [41.46%]). In total, 32 patients (50.00%) endured injury of their left VA, and 30 patients had a right VAI. The 2 common causes of VAI were drilling (24 patients [40.00%]) and instrumentation (8 patients [13.33%]). CONCLUSIONS: Altogether, our review recommends repair or tamponade packing with a hemostatic agent for primary management. Should tamponade packing with a hemostatic agent be used for primary management, secondary management should entail either repair, stenting occlusion, embolization, anticoagulants, or ligation. Further examination of this treatment strategy based on a larger cohort is necessary.

The US Residency Selection Process After the United States Medical Licensing Examination Step 1 Pass/Fail Change: Overview for Applicants and Educators.

The United States Medical Licensing Examination (USMLE) Step 1, arguably the most significant assessment in the USMLE examination series, changed from a 3-digit score to a pass/fail outcome in January 2022. Given the rapidly evolving body of literature on this subject, this paper aims to provide a comprehensive review of the historical context and impact of this change on various stakeholders involved in residency selection. For this, relevant keyword-based searches were performed in PubMed, Google Scholar, and Scopus to identify relevant literature. Given the unique history of USMLE Step 1 in the US residency selection process and the score's correlation with future performance in board-certifying examinations in different specialties, this scoring change is predicted to significantly impact US Doctor of Medicine students, US Doctor of Osteopathic Medicine students, international medical graduates, and residency program directors, among others. The significance and the rationale of the pass/fail change along with the implications for both residency applicants and educators are also summarized in this paper. Although medical programs, academic institutions, and residency organizing bodies across the United States have swiftly stepped up to ensure a seamless transition and have attempted to ensure equity for all, the conversion process carries considerable uncertainty for residency applicants. For educators, the increasing number of applications conflicts with holistic application screening, leading to the expected greater use of objective measures, with USMLE Step 2 Clinical Knowledge likely becoming the preferred screening tool in lieu of Step 1.

Implementation of a Streamlined Care Pathway to Reduce Cost and Length of Stay for Patients Undergoing Endoscopic Transsphenoidal Pituitary Surgery.

BACKGROUND: We implemented a streamlined care pathway for patients undergoing endoscopic transsphenoidal (TSA) pituitary surgery. Select patients are recovered in the postanesthesia care unit and transferred to a step-down unit for intermediate neurologic care (INCU), with clinicians trained to manage cerebrospinal fluid leak, diabetes insipidus (DI), and other complications. METHODS: We evaluated all TSA surgeries performed at 1 academic medical center from 7th January, 2017 to 30th March, 2020, collecting patient factors, tumor characteristics, cost variables, and outcomes. The INCU pathway was implemented on 7th January 2018. Pathway patients were compared with nonpathway patients across the study period. Outcomes were assessed using multivariate regression, adjusting for patient and surgical characteristics, including intraoperative cerebrospinal fluid leak, postoperative DI, and tumor dimensions. RESULTS: One hundred eighty-seven patients were identified. Seventy-nine were on the INCU pathway. Mean age was 53.5 years. Most patients were male (66%), privately insured (62%), and white (66%). Mean total cost of admission was $27,276. Mean length of stay (LOS) was 3.97 days. Use of the INCU pathway was associated with total cost reduction of $6376.33 (P < 0.001, 95% confidence interval [CI]: $3698.21-$9054.45) and LOS reduction by 1.27 days (P = 0.008, 95% CI: 0.33-2.20). In-hospital costs were reduced across all domains, including $1964.87 in variable direct labor costs (P < 0.001, 95% CI: $1142.08-$2787.64) and $1206.52 in variable direct supply costs (P < 0.001, 95% CI: $762.54-$1650.51). Pathway patients were discharged earlier despite a higher rate of postoperative DI (25% vs. 11%, P = 0.011), with fewer readmissions (0% vs. 6%, P = 0.021). CONCLUSIONS: A streamlined care pathway following TSA surgery can reduce in-hospital costs and LOS without compromising patient outcomes.

Household income is associated with return to surgery following discectomy for far lateral disc herniation.

BACKGROUND: Numerous studies have demonstrated that household income is independently predictive of postsurgical morbidity and mortality, but few studies have elucidated this relationship in a purely spine surgery population. This study aims to correlate household income with adverse events after discectomy for far lateral disc herniation (FLDH). METHODS: All adult patients (N.=144) who underwent FLDH surgery at a single, multihospital, 1659-bed university health system (2013-2020) were retrospectively analyzed. Univariate logistic regression was used to evaluate the relationship between household income and adverse postsurgical events, including unplanned hospital readmissions, ED visits, and reoperations. RESULTS: Mean age of the population was 61.72±11.55 years. Mean household income was $78,283±26,996; 69 (47.9%) were female; and 126 (87.5%) were non-Hispanic white. Ninety-two patients underwent open and fifty-two underwent endoscopic FLDH surgery. Each additional dollar decrease in household income was significantly associated with increased risk of reoperation of any kind within 90-days, but not 30-days, after the index admission. However, household income did not predict risk of readmission or ED visit within either 30-days or 30-90-days postsurgery. CONCLUSIONS: These findings suggest that household income may predict reoperation following FLDH surgery. Additional research is warranted into the relationship between household income and adverse neurosurgical outcomes.

Investigating Deep Brain Stimulation of the Habenula: A Review of Clinical Studies.

OBJECTIVES: The aim of this study was to examine the current scientific literature on deep brain stimulation (DBS) targeting the habenula for the treatment of neuropsychiatric disorders including schizophrenia, major depressive disorder, and obsessive-compulsive disorder (OCD). MATERIALS AND METHODS: Two authors performed independent data base searches using the PubMed, Cochrane, PsycINFO, and Web of Science search engines. The data bases were searched for the query ("deep brain stimulation" and "habenula"). The inclusion criteria involved screening for human clinical trials written in English and published from 2007 to 2020. From the eligible studies, data were collected on the mean age, sex, number of patients included, and disorder treated. Patient outcomes of each study were summarized. RESULTS: The search yielded six studies, which included 11 patients in the final analysis. Treated conditions included refractory depression, bipolar disorder, OCD, schizophrenia, and major depressive disorder. Patients with bipolar disorder unmedicated for at least two months had smaller habenula volumes than healthy controls. High-frequency stimulation of the lateral habenula attenuated the rise of serotonin in the dorsal raphe nucleus for treating depression. Bilateral habenula DBS and patient OCD symptoms were reduced and maintained at one-year follow up. Low- and high-frequency stimulation DBS can simulate input paths to the lateral habenula to treat addiction, including cocaine addiction. More data are needed to draw conclusions as to the impact of DBS for schizophrenia and obesity. CONCLUSIONS: The habenula is a novel target that could aid in reducing neuropsychiatric symptoms and should be considered in circuit-specific investigation of neuromodulation for psychiatric disorders. More information needs to be gathered and assessed before this treatment is fully approved for treatment of neuropsychiatric conditions.

Louise Eisenhardt (1891-1967): World Renowned Neuropathologist, Brain Tumor Registry Director, First Editor-In-Chief of Journal of Neurosurgery, and President of Harvey Cushing Society.

BACKGROUND: This historical account reviews the course and lasting impact of Dr. Louise Eisenhardt (1891-1967) in neurosurgery. METHOD: The writing of this project was sparked by the discovery of original scientific and bibliographical information about Eisenhardt, testimony on personal relationships, and viewpoints after comprehensive compilation of information. It is a thorough review of literature on Eisenhardt and reflects the scope and depth of these prior works. RESULTS: It begins with the decisive influence of Harvey Cushing's mentorship and academic; follows Eisenhardt's impact on the development of modern neuropathology; discusses the Eisenhardt-Percival-Bailey-Cushing collaboration on gross brain specimens and histological classification of brain tumors; recounts Cushing's creation of a neuropathologist team for the Brain Tumor Registry working asynchronously with the Pathology Department at Peter Bent Brigham Hospital; Eisenhardt's aid in the development of intraoperative analysis of brain tumors; her career as a neuropathologist; her contributions as Editor-in-Chief of the Journal of Neurosurgery; and her preservation of the Brain Tumor Registry at Yale University School of Medicine estimated the largest and most valuable databank of information in the history of medicine. Eisenhardt served as President, Historian, and Secretary-Treasurer of the Harvey Cushing Society, the professional organization now known as the American Association of Neurological Surgeons, and was senior lecturer for members of the Congress of Neurological Surgeons, constituents of NEUROSURGERY Publications. CONCLUSIONS: Our article provides glimpses into the personality of Dr. Louise Eisenhardt and her marked impact on neurosurgery and allied neurosciences.

Trends in Matriculation from Neurological Surgery Training Programs into Academic Versus Private Practice.

OBJECTIVE: A career in academic neurosurgery is an arduous endeavor. Specific factors influencing physician practice preferences remain unclear. This study analyzes data from the American Association of Neurological Surgeons membership identifying the impact of several demographic and educational characteristics influencing neurosurgical career choices centered on academia, private practice, or a combination in the United States. METHODS: A list of all current neurosurgeons was obtained from the American Association of Neurological Surgeons membership, and information on physician characteristics was collected via internet searches and institutional databases. The practice type of all neurosurgeons considered in this study were categorized as follows: private practice, academic, or a combination of private practice and academic, termed privademic. These data were subsequently correlated to race, gender, current age, training at a top 40 National Institutes of Health-funded medical school or residency program, and current practice. RESULTS: The median age of private practice and academic neurosurgeons was 58.18 and 53.61 years, respectively (P < 0.001). Age was significantly associated with practicing in an academic setting (odds ratio 0.96), with younger neurosurgeons pursuing careers in academia. Data indicated a positive and statistically significant contribution of female gender (P < 0.001) and training at a top-40 National Institutes of Health-funded institution to practicing in an academic setting (P < 0.01). CONCLUSIONS: Neurosurgery as a field has grown significantly over the past century. The authors recommend that future efforts seek to diversify the neurosurgical workforce by considering practice setting, demographic characteristics, and educational background.