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us: Assistant Professor, Applied Mathematics

             
open until filled - but first review date meanwhile passed
May
04
University at Buffalo, The State University of New York (UB); Buffalo, New York, United States
The Department of Mathematics in the University at Buffalo, State University of New York, anticipates the appointment of two faculty positions, effective August 2022, at the junior (tenure-track assistant professor) level. Salary will be competitive. The normal teaching load for research-active facu...      Strong candidates working in all areas of applied mathematics, applied probability and stochastic processes will be considered. Applicants should have excellent research accomplishments and potential, a Ph.D. in the mathematical sciences or a related field, and a strong commitment to teaching. Post-...

us: Postdoctoral Research Associate

             
open until filled - but first review date meanwhile passed
May
03
Princeton University; Princeton, New Jersey, United States
The Department of Operations Research & Financial Engineering (ORFE) invites applications for a postdoctoral position in deep learning theory. Princeton is a world leader in the area of deep learning theory, with many excellent faculty in ORFE, Electrical and Computer Engineering, and Computer S...      Individuals with a strong theoretical background who expect to obtain a Ph.D. in a field related to neural network theory (e.g. mathematics, physics, statistics, computer science, electrical engineering, machine learning) before September 2022 are encouraged to apply

us: Tenure-Track Assistant Professor, Statistics/Data Science (100%)

             
open until filled - but first review date meanwhile passed
May
03
Saint Louis University (SLU); St. Louis, Missouri, United States
Saint Louis University invites applications for a tenure-track position as an Assistant Professor in the Department of Mathematics and Statistics. The area of emphasis is statistics or data science. The position will begin in August, 2022      Ph.D. required in Statistics, Data Science, or a related area broadly defined. The department seeks candidates with outstanding potential in both research and teaching, competitive for external funding, and who will contribute to the overall strength of the department

nl: PhD student, on Quantum Algorithms and Theoretical Computer Science

             
open until filled - but first review date meanwhile passed
May
01
Centrum Wiskunde & Informatica (CWI); Amsterdam, North Holland, Netherlands
QuSoft and CWI invite you to apply for a PhD in quantum algorithms and theoretical computer science. The ideal candidate has a background in the theory of quantum computing with a strong foundation in theoretical computer science and/or mathematics. This position is supervised by Stacey Jeffery (CWI...      Candidates are required to have a Master’s degree in theoretical computer science, mathematics, or a related discipline, and a specialization in quantum computing or related field. Preferable qualifications for candidates include proven research talent, an excellent command of English, and good ac...

at: Postdoc Position (f*m) in Symbolic Computation    (100%)

             
open until filled - but first review date meanwhile passed
Apr
26
Österreichische Akademie der Wissenschaften (ÖAW), Johann Radon Institute for Computational and Applied Mathematics (RICAM); Wien, Austria
The hired person will do scientific work on algorithmic manipulations of symbolic objects (e.g. polynomials). Since the scientific activities will be integrated into the existing group, the special topic inside symbolic computation should be related to the topics that are currently investigated in t...      PhD degree in mathematics; Strong background in Computer Algebra; Familiarity with the one of the following fields: Symbolic Summation, Polynomial System Solving, Computational Algebra; English skills mandatory

us: Lecturer of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
24
Oglethorpe University (OU); Brookhaven, Georgia, United States
Oglethorpe University seeks applications for its Lecturer of Mathematics position. We view this as a long-term position, with an initial three-year contract and an option for renewal upon favorable review      Minimum qualifications are a Ph.D. or equivalent in Mathematics, Computer Science, Mathematics Education, Statistics, Data Science, or a closely related field. Candidates with a proven commitment to diversity, equity, and inclusion and/or with a demonstrable track record of teaching students from di...

lu: Research Associate (Postdoc) in Embedded Systems for Space, deep space and Lunar surface Communications

             
open until filled - but first review date meanwhile passed
Apr
24
University of Luxembourg; Luxembourg City, Luxembourg
Analyzing and investigating methods and architectures for future deep space and Lunar/Mars communications protocols; Research on future communications networks including the following topics: Lunar/Mars surface communication; Deep space communication; Experimental emulators, prototypes and testbeds...      The candidate should possess a PhD degree in Telecommunication Engineering, or Electrical Engineering or Computer Science/engineering; Experience with at least one of the following standards: 3GPP and/or IEEE 802.11; Experience with communication protocol implementations; Strong programming skills ...

lu: Research & Development Specialist in Quantum Communications

             
open until filled - but first review date meanwhile passed
Apr
24
University of Luxembourg; Luxembourg City, Luxembourg
Topics: Quantum communication/Quantum key distribution/Quantum networks; Development of testbeds for quantum communication; Experimentation equipment of quantum communication infrastructure; Free space optical communication; Fiber optics/photonics/optoelectronics; Statistical signal processing; Phy...      The candidate should possess a Master in Engineering (M.E. or M.Sc.) degree or equivalent in Engineering, Computer Science, Applied Mathematics, Applied Physics, and an experience in a number of the following topics: Development of laboratory testbeds; Laboratory Instrumentation; Knowledge of photo...

lu: Research & Development Specialist in Embedded Systems for Space, deep space and Lunar surface Communications

             
open until filled - but first review date meanwhile passed
Apr
24
University of Luxembourg; Luxembourg City, Luxembourg
Contributing to research and development projects in the fields of: Space, deep space and Lunar/Mars proximity communications; LTE, 5G/6G Non-Terrestrial Networks and Satellite-Terrestrial Integration; Integrate the communication hardware and software components for end-to-end testing; Test, analyz...      The candidate should possess a MSc degree in Electronics/Electrical/Telecommunications Engineering or an equivalent qualification, with a proven record of accomplishment in the area of Embedded Systems for Signal Processing or Wireless Communications; Proven experience with Software-Defined Radios; ...

lu: Doctoral Candidate (PhD student) in Modeling and Design of Mobile Networks Assisted by Reconfigurable Intelligent Surfaces

             
open until filled - but first review date meanwhile passed
Apr
24
University of Luxembourg; Luxembourg City, Luxembourg
The objectives of the PhD project are defined in accordance with the project directions. More precisely, the PhD project aims at addressing channel modeling and characterization for mobile relays enhanced by reconfigurable intelligent surfaces (RIS) within the concept of Smart Cities. Here, one of t...      The candidate should possess a Master degree in Electronic Engineering, Computer Science or similar; Strong background on wireless communications; Background on signal processing and estimation theory; Modeling of wireless channels; Optimization techniques and tools; Resource allocation; Machine lea...

lu: PhD position in Linguistics/Automatic Speech Recognition

             
open until filled - but first review date meanwhile passed
Apr
24
University of Luxembourg; Luxembourg City, Luxembourg
Research in the field of Automatic Speech Recognition (ASR) for the low-resource language Luxembourgish; Develop concepts and experiments for the use of ASR tools in linguistic research (e.g. for linguistic fieldwork, forced alignment, query-by-keyword/query-by-example); Communicating with external ...      Excellent Masters degree (or equivalent) in Linguistics, Computational Linguistics or a related field; Good knowledge of and interest in data sciences and machine learning methods (Deep Learning, ASR, NLP, transformers, Kaldi, wav2vec2, Python); Involvement into teaching to a limited extent; Languag...

us: Assistant Professor - Mathematics (100%)

             
open until filled - but first review date meanwhile passed
Apr
24
Xavier University of Louisiana (XULA); New Orleans, Louisiana, United States
Teach twelve hours of any level of mathematics and/or statistics courses each semester with emphasis on developmental and freshman-level courses. Mode of instruction may include in-person, hybrid, remote, and/or any combination thereof; Work on coordinating course delivery as a team of instructors t...      Ph.D. or ABD status in Mathematics; Strong commitment to teaching a full-time load of 24 credit hours per academic year; Ability to develop and teach face-to-face as well as online classes; Demonstrate a strong potential for excellence in teaching and mentoring undergraduate students are essential

us: Assistant Professor or Lecturer of Applied Mathematics/General Faculty

             
open until filled - but first review date meanwhile passed
Apr
24
University of Virginia (UVA); Charlottesville, Virginia, United States
The Department of Engineering and Society in the School of Engineering and Applied Science at the University of Virginia seeks applications for non-tenure-track positions in Applied Mathematics (APMA) to begin in August 2022. Candidates should apply for positions with the rank of Assistant Professor...      To be considered for a position as an Assistant Professor, applicants must have a Ph.D. degree by the start date. Along with teaching, faculty in professorial positions also have service responsibilities and will need to engage in either discipline or educational scholarship activities for promotion...

us: Assistant Professor of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
24
Duquesne University; Pittsburgh, Pennsylvania, United States
The Department of Mathematics and Computer Science in the McAnulty College and Graduate School of Liberal Arts at Duquesne University invites applications for a tenure-track position in mathematics, beginning in fall 2022 at the rank of assistant professor. The faculty hire will join four tenured ma...      A Ph.D. in the field of mathematics or applied mathematics is expected by the time of appointment. Tenure-track faculty members are expected to perform well both in the classroom and as researchers. Strong candidates will be able to broadly contribute to undergraduate education through research proj...

us: Professor - Agricultural Internet-of-Things and Robotics Systems

             
open until filled - but first review date meanwhile passed
Apr
21
University of Nebraska-Lincoln (UNL); Lincoln, Nebraska, United States
The University of Nebraska-Lincoln seeks a faculty member at the full professor level in Agricultural Internet-of-Things (IoT) and Robotics Systems. Food is a universal need and computing is playing an ever increasing role in all aspects of food creation and consumption      Applicants are expected to have a Ph.D. or equivalent in computer science, computer engineering, or a closely related field. Applicants must have a record of strong scholarly achievement and a demonstrated commitment to excellence in undergraduate and graduate education

us: Visiting Assistant Professor (100%)

             
open until filled - but first review date meanwhile passed
Apr
20
Furman University; Greenville, South Carolina, United States
The Department of Mathematics at Furman University invites applications for a one-year renewable visiting position at the rank of Visiting Assistant Professor to begin on August 1, 2022. The position may be renewed for an additional year based on performance evaluations and programmatic needs      Candidates must have a Ph.D. in mathematics, statistics, or a closely related field by the commencement of the appointment

us: Assistant Professor of Mathematics - Continuous Mathematics

             
open until filled - but first review date meanwhile passed
Apr
20
Oakland University (OU); Michigan, United States
Responsibilities of the position include instruction, scholarship, contribution to the Department’s Ph.D. program in the applied mathematical sciences and other department, university and professional service. A typical faculty teaching load is two courses per semester. The primary selection crite...      A Ph.D. in Mathematics or Applied Mathematics (or its requirements completed) with a specialization in continuous mathematics by August 15, 2022. Applicants must have a specialization in continuous mathematics, which includes but is not limited to, partial differential equations, ordinary differenti...

us: Associate or Full Professor of the Department of Statistics and Data Science

             
open until filled - but first review date meanwhile passed
Apr
19
Cornell University; Ithaca, New York, United States
Cornell University invites nominations and applications for the position of associate or full professor in the Department of Statistics and Data Science. Specializations ranging from mathematical statistics, computational statistics and machine learning to the development of statistical methods for ...      A PhD in statistics, biostatistics, or related field is required. Candidates should be able to demonstrate a commitment to undergraduate and graduate education, and a commitment to collaboration, collegiality and building an inclusive academic environment

ch: Projektförderung

             
Oct
1
Apr
19
Schweizerischer Nationalfonds zur Förderung der wissenschaftlichen Forschung (SNF); Bern, Switzerland
Realisieren Sie Ihre Ideen mit dem SNF! ​Der Schweizerische Nationalfonds ermöglicht in der Projektförderung Wissenschaftlerinnen und Wissenschaftlern die eigenverantwortliche Durchführung von Forschungsvorhaben zu selbst gewählten Themen und Forschungszielen.​​ Gesuchstellende können Sal...      Gesuchstellende müssen zum Zeitpunkt der Gesuchstellung seit mindestens vier Jahren promoviert sein. Bei Gesuchstellenden ohne Doktorat (PhD) beginnt diese Vierjahresperiode in der Regel nach mindestens drei Jahren hauptberuflicher Forschungstätigkeit nach dem Hochschulabschluss, die als Äquivale...

lu: Postdoctoral Fellow in Computational Biology/Bioinformatics

             
open until filled - but first review date meanwhile passed
Apr
17
University of Luxembourg; Luxembourg City, Luxembourg
The CBG seeks a highly skilled and motivated postdoctoral fellow to work on exciting projects that aim at analyzing high-throughput omics data and developing a computational framework for understanding gene interactions and inter-cellular interactions. In particular, the successful candidate will be...      Ph.D. degree in biology, bioinformatics, data science, physics or related discipline; Strong computational skills (demonstrable project in the relevant field); A first-author publication record in the relevant field; Excellent working knowledge in English

us: Assistant Professor of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
15
Ohio Northern University (ONU); Ada, Ohio, United States
The successful candidates are expected to teach undergraduate mathematics courses, maintain a robust scholarly program, and demonstrate commitment to high impact learning practices. The applicants are also expected to show effectiveness in initiating and advising undergraduate capstone and research ...      Ph.D. in Mathematics or Applied Mathematics. ABD candidates will be considered. We are looking for candidates showing excellence and enthusiasm in teaching a variety of lower and upper-level undergraduate mathematics courses, and demonstrating strong potential for research. Good interpersonal skills...

us: Visiting Assistant Professor of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
12
Xavier University of Louisiana (XULA); New Orleans, Louisiana, United States
The Department of Mathematics at Xavier University of Louisiana invites applicants for three full-time, Visiting Assistant Professor teaching positions for the 2021; 2022 academic year. The ideal candidate will have a Ph.D. or ABD in mathematical sciences and excellence in teaching. The successful h...      Ph.D. or ABD in mathematical sciences; Strong commitment to teaching twelve semester hours per semester; Ability to develop and teach face-to-face as well as online classes; and; Demonstrated a strong potential for excellence in teaching and mentoring undergraduate students

sa: Assistant Professor, Mathematics (100%)

             
open until filled - but first review date meanwhile passed
Apr
12
Prince Mohammad Bin Fahd University (PMU); Saudi Arabia
The Department of Mathematics and Natural Sciences of CORE Curriculum Program at PMU invites applications for full-time faculty members to teach in the Fall and Spring semesters; Summer semester teaching opportunities might be available      A PhD candidate from Western Universities with at least 30-semester hours beyond master and bachelor’s degree is required. Candidate must have the ability to demonstrate and instruct in English. Candidate must have the ability to teach at the university level

us: Assistant Professor of Math (Tenure-Track)

             
open until filled - but first review date meanwhile passed
Apr
12
University of Texas of the Permian Basin (UTPB); Odessa, Texas, United States
The University of Texas of the Permian Basin invites applications for a tenure track position at the Assistant Professor level. The position will begin in Fall 2022. The program is seeking a person with statistics/data analytics expertise to strengthen both undergraduate and graduate offerings as th...      A Ph.D. in mathematics, and evidence of potential for effective teaching and research; All fields of mathematics will be considered but with some preference to analysis and/or statistics

us: Lecturer in Mathematics

             
open until filled - but first review date meanwhile passed
Apr
12
University of Kentucky (UK); Lexington, Kentucky, United States
The Department of Mathematics at the University of Kentucky in Lexington, Kentucky invites applicants for a full-time Lecturer position beginning in Fall 2022. Lecturers are vital to the teaching mission of the mathematics department. The Lecturer will teach primarily first year mathematics courses ...      Ph.D. degree in mathematics or closely related fields by the time the appointment begins; Evidence of excellence in teaching

us: Chairperson, Associate/Full Professor of Mathematics/Statistics

             
open until filled - but first review date meanwhile passed
Apr
10
Virginia State University (VSU); Ettrick, Virginia, United States
The Chair will serve as the chief administrative officer of the Department of Mathematics and Economics, and, as such, is expected to provide positive leadership across all facets of the department missions as well as participate in research and teaching activities.  The primary responsibilities f...      Candidate must possess a terminal degree (Ph.D.) in Mathematics or Statistics and warranting an appointment as a tenured associate/full professor in the department. Candidate must have an established record of excellence in teaching undergraduate and graduate level courses in Mathematics and/or Stat...

lu: Research & Development Specialist in Fast prototyping and network engineer

             
open until filled - but first review date meanwhile passed
Apr
10
University of Luxembourg; Luxembourg City, Luxembourg
Help on the setup and maintenance of the Labs; Installation and configuration of computers and networks; Use and maintenance of the 3D printer; Purchase of equipment and material for the Labs; Setup and maintenance of new equipment (e.g. robots, Software-defined radios, etc); Implement basic program...      The candidate should possess a Master degree or equivalent in Electronic Engineering, Computer Science or Applied Mathematics; The ideal candidate should have some knowledge and experience in the following topics: Linux and Windows administration user level; CAD design, for 3D printing; IT networks...

us: Tenure Track Assistant/Associate Professor of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
07
Virginia State University (VSU); Ettrick, Virginia, United States
The candidate will be expected to teach introductory and upper level undergraduate mathematics courses to majors and non-majors, undergraduate mathematics courses for pre-service teachers of mathematics at the elementary and secondary levels, graduate courses in mathematics education, and develop un...      The candidate must possess a terminal degree (Ph.D. or Ed.D.) in Mathematics Education or equivalent and an MS in Mathematics or Statistics. The candidate must also have a record of teaching at the college/university level as well as scholarly activities, research or publications

us: Assistant Professor, Mathematics, Data Science & Related Areas (100%)

             
open until filled - but first review date meanwhile passed
Apr
07
Michigan Technological University (MTU); Houghton, Michigan, United States
The Department of Mathematical Sciences at Michigan Technological University invites applications for faculty at the tenure-track assistant professor rank. We are open to all research areas in data science-related disciplines, with a particular interest in machine learning, predictive modeling, comp...      PhD in Statistics or Mathematics by August 8, 2022. An established record of scholarship. Evidence of excellent teaching at least at the undergraduate level. Previous mentorship of graduate students is desired, but not required

us: Assistant Professor (Tenure Track) - Mathematics (100%)

             
open until filled - but first review date meanwhile passed
Apr
07
City University of New York (CUNY); New York City, New York, United States
New York City College of Technology (City Tech) of the City University of New York (CUNY), a comprehensive college offering 60 associate and bachelor’s degree programs in downtown Brooklyn, invites applications for a tenure track Assistant Professor position in the Mathematics Department to begin ...      A Ph.D. in Mathematics, Applied Mathematics or Mathematics Education is required. Also required are the ability to teach successfully, demonstrated scholarship or achievement, and ability to cooperate with others for the good of the institution

de: Studierende (m/w/d) für den Bachelorstudiengang Technische Informatik und Kommunikations­technik- B. Eng (100%)

             
Jan
6
Apr
07
Bundesnachrichtendienst (BND); München (Neubiberg), Germany
ein Bachelorstudium mit 210 ECTS in neun Trimestern (drei Jahre) an der Universität der Bundeswehr in München (Neubiberg); zwei Fachpraktika von insgesamt 18 Wochen in den technischen Abteilungen des BND; Studienbeginn: Ende September 2023; nach der Grundlagenvermittlung Spezialisierung in Applie...      Abgeschlossene allgemeine Hochschulreife oder Fachhochschulreife bzw. ein vergleichbarer Bildungsabschluss; Gute Mathematikkenntnisse; Fachspezifisches Vorpraktikum von 8 Wochen; gute Grundkenntnisse im Umgang mit moderner Informationstechnik und ein ausgeprägtes Interesse an diesem Thema; mathemat...

us: Assistant/Associate Professor in Cybersecurity

             
open until filled - but first review date meanwhile passed
Apr
06
Illinois State University (ISU); Normal, Illinois, United States
Teach undergraduate/graduate courses, develop a focused area of scholarly research, supervise graduate students, and provide service to the University, College, School, profession and community. We are particularly interested in applicants with a demonstrated interest in mentoring first-generation s...      To be considered, applicants must hold a doctoral degree in Information Systems, Computer Science, Information Technology, or a closely related field. Applicants with an expected completion of the doctoral degree before May 2023 will be considered. Candidates must demonstrate the potential to teach ...

us: Applied Statistics and Machine Learning Postdoc

             
open until filled - but first review date meanwhile passed
Apr
06
Los Alamos National Laboratory (LANL); Los Alamos, New Mexico, United States
We seek a motivated candidate for a postdoctoral research position in applied statistics and machine learning. You will work in a program that supports fundamental, interdisciplinary research to advance detection capabilities for chemical agents. Specifically, you will work with a team that is devel...      PhD in Statistics, Machine Learning, or related field completed within the past five years, or will have completed all PhD requirements by commencement of appointment; Demonstrated mastery of advanced statistical and machine learning methods, including, but not limited to, deep neural networks and p...

us: Associate Professor – Applied Mathematics (100%)

             
open until filled - but first review date meanwhile passed
Apr
04
Florida Polytechnic University (Florida Poly); Lakeland, Florida, United States
The Department of Applied Mathematics at Florida Polytechnic University seeks candidates for an Associate Professor with broad teaching capacity that supports an undergraduate degree in Applied Mathematics, an established record of peer-reviewed continuous scholarship, and a strong record of service...      Ph.D. in Mathematics, Applied Mathematics, or closely related field; Breadth of university-level teaching experience; Experience with curriculum development; Leadership roles at the department or university level; A strong record of past and continuing scholarship to include refereed publications, c...

us: Faculty Position in Climate and Mathematics

             
open until filled - but first review date meanwhile passed
Apr
04
New York University (NYU); New York City, New York, United States
The Center for Atmosphere Ocean Science (CAOS), a unit of the Department of Mathematics within the Courant Institute of Mathematical Sciences at New York University, seeks candidates for an open-rank faculty position, anticipated to begin in September 2022. The appointment is anticipated to be made ...      A Ph.D. in Atmospheric Science, Oceanic Science, Mathematics, (or a related field is required). The ideal candidate should have a research portfolio in the broad areas of quantitative atmosphere and ocean science, including but not limited to regional or global climate modeling, multi-scale dynamics...

us: Assistant Professor of Mathematics

             
open until filled - but first review date meanwhile passed
Apr
04
Ohio Northern University (ONU); Ada, Ohio, United States
The successful candidates are expected to teach undergraduate mathematics courses, maintain a robust scholarly program, and demonstrate commitment to high impact learning practices. The applicants are also expected to show effectiveness in initiating and advising undergraduate capstone and research ...      Ph.D. in Mathematics or Applied Mathematics. ABD candidates will be considered

hk: Chair Professor/Professor/Associate Professor/Assistant Professor

             
open until filled - but first review date meanwhile passed
Apr
02
City University of Hong Kong (CityU), Department of Mathematics; Kowloon Tong, Kowloon, Hong Kong
Conduct research in areas of Applied Mathematics (including Analysis and Applications), Mathematical Modelling (including biological/physical/financial problems), Scientific Computation and Numerical Analysis, and Probability and Statistics; teach undergraduate and postgraduate courses; supervise re...      A PhD in Mathematics/Applied Mathematics/Statistics with an excellent research record

us: Assistant Professor - Mathematics

             
open until filled - but first review date meanwhile passed
Mar
11
Missouri State University (MSU); Springfield, Missouri, United States
The Assistant Professor is a member of the ranked faculty with an intermediate academic rank who has demonstrated achievement in the areas of teaching, research, and professional service appropriate to the discipline. The Assistant Professor’s teaching responsibilities are assigned by the academic...      Applicants must have (or anticipate completion by August 2022) a doctoral degree in mathematics, exhibit strong potential for research, exhibit evidence of excellence in teaching, commitment to service and professional activities, and exhibit effective oral and written communication skills

us: Special Agent - Cybersecurity/Technology Background

             
Oct
12
Nov
01
Federal Bureau of Investigation (FBI); United States
The FBI is looking for Special Agents experienced in network, information and cybersecurity, computer science, digital forensics and incident response among other technical specialties. Counterterrorism, criminal investigations, cyberattacks and investigating computer-based crimes (website hacks, in...      BA/BS degree (preferably in computer science, engineering, data science, information technology or similar disciplines); A deep understanding of the deployment, administration and support of information and computing infrastructure; Ability to communicate clearly and effectively with both technical ...

us: Authorized Cybersecurity Positions

             
May
22
United States Department of Transportation (USDOT); Washington, D.C., District of Columbia, United States
This is a public notice of upcoming announcements for authorized Computer Engineer, Electronic Engineer, Computer Scientist, Information Technology Specialist Cybersecurity Positions. We encourage you to apply for specific vacancies as they occur. Please check the USAJOBS website periodically as the...      All positions, dependent upon grade/band levels being filled, may require some level of related specialized experience or education