Model: Fatin757/modernbert-job-role-matcher
Author: Fatin757
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:800, loss:TripletLoss, en, arxiv:1908.10084, arxiv:1703.07737, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:800, loss:TripletLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: The Mergers and Acquisitions Partner/Mergers and Acquisitions Director is a team leader in charge of various functions including generating and growing the business, quality control, providing technical leadership as well as sourcing appropriate staff for the team. He/She is given the signing authority for any client deliverables in a consultancy role, or responsibility for corporate development in-house. He/She is responsible for the quality of technical output, and risk management for the business. The Mergers and Acquisitions Partner/Mergers and Acquisitions Director is an expert in mergers and acquisitions and should possess considerable transaction experience. He has strong commercial acumen and strong quantitative skills. He is responsible for marketing and business development, client and stakeholder relationship management, and making decisions on engagements and client acceptance. He may work in an internal role within an organisation or in an advisory role in a professional services firm. He may also be a generalist or specialist in areas such as infrastructure advisory or project finance. In order to perform his duties effectively, he needs to stay up-to-date with current events and be well-connected with key executives within his sector. He maintains a global perspective and leverages his cross-border knowledge to help drive successful project outcomes. He manages multiple projects simultaneously and is able to lead teams effectively.
sentences: M&A Specialist,  Chief Technology Officer (CTO) - Engineering Focus, The Key Grip oversees the execution of camera positioning, mounting, movements and manoeuvres for all cameras in order to achieve the production requirements. He/She is responsible for supervising the installation of structures and equipment that will help achieve the special camera movements required. He also executes the camera positioning, mounting, movements and manoeuvres for the main camera. During rehearsals, he is required to monitor the camera movements and propose changes that will enhance the quality of the shoot. He needs to be creative and inventive in order to manage the mounting of equipment and camera for difficult shots.

The work involves physically demanding tasks especially the handling of the heavy equipment used in the construction of the structures. He may be required to work outdoors and may be required to travel depending on the location of the shoot or production.

He should possess knowledge of the camera and mounting equipment construction structures as well as the camera effects from the different construction structures. He is required to possess effective teamwork, be diplomatic and tactful when working with the crew to achieve the creative vision. He is also required to have strong people management capabilities in order to lead the grip team and provide additional coaching when required., source_sentence: The Production Manager oversees all activities in the production department and ensures that plant operations comply with regulatory and organisational requirements. He/She is accountable for plant operations and performance, in accordance with production aims and objectives, and securing high operational availability so that production plans are executed in the most cost-effective manner.

The Production Manager endorses risk assessments for production-related activities, Safe System of Work (SSoW) processes and procedures, Standard Operating Procedures (SOPs) and the annual production plan and schedule. He manages emergency responses as the Site Main Controller (SMC) of the organisations Emergency Response Team (ERT) and participates in crisis management activities according to his designated role. In addition, he coaches and mentors production department personnel in plant technology, and reviews and approves initiatives and activities for continuous improvements within plants.

The Production Manager works on a day shift and oversees the production department in the field and/or control room. As a department manager, he is required to have good leadership, resource management, planning, analytical and problem-solving skills, and must be able to interact effectively with others to achieve departmental goals.
sentences: The Operations Integration Specialist/System Integration Engineer/Infrastructure Specialist is responsible for development or project management of complex logistics IT systems. He/She is also responsible for assessing and integrating IT applications, networks and infrastructure solutions with logistics business operation needs. 

Analytical and systematic, he is required to manage complex IT projects and analyse system and infrastructure integration plans. He is also expected to coordinate closely with internal and external stakeholders to implement IT systems., Factory Operations Manager, Director of Product Origination, source_sentence: The Business Development Manager is responsible for managing business development strategy implementation. He/she implements market expansion and new market plans for business growth. By engaging key internal stakeholders, he supports cross-functional collaboration for business development activities. He also performs data analysis on partnerships, Joint Ventures (JV) and Mergers and Acquisitions (M&A) to expand the market share of the organisation. 

Independent and insightful, he possesses strong business acumen and is able to source for growth opportunities. He supports the proactive pursuit of growth opportunities by being aware of market trends, industry events, competitors' actions and clients' needs. He is also able to adapt strategies and plans to ensure success in a competitive and global market. 

He travels frequently, maintains rapport with potential and existing clients, and networks extensively outside of the office to develop business relationships.
sentences: Intellectual Property Process Coordinator, Strategic Partnerships Manager, The Channel Sales Manager utilises strategies and tactics to win, maintain and expand relationships with channel partners. He/She works toward achieving sales, profitability, and channel partner recruitment objectives. He may represent selected number or the entire range of organisation products; develops and implements unique partner joint solutions that deliver a compelling value for target customers. He trains and educates channel sales partners about product and service offerings and features. He assesses, clarifies, and validates partner needs on an ongoing basis to ensure compliance with partner agreements and goals. He works in a fast-paced and dynamic environment that requires visits to channel partner sales premises. He is familiar with client relationship management and sales tools, as well as marketing and promotion methods. He possesses deep product knowledge, and is knowledgeable of industry trends, developments and challenges impacting channel partners. The Channel Sales Manager is self-motivated and service-oriented; able to effectively guide channel sales partners towards mutually beneficial priorities and objectives. He communicates product and product portfolio functionality and benefits in a simple and persuasive manner, ensuring that channel sales partners are self-sufficient., source_sentence: The Deputy Director/Senior Assistant Director assists in setting the team's strategic direction and developing the annual budget and work plans. He/She develops and implements the operational policies and processes to facilitate the execution of new psychological treatments and practices, and leads quality improvement projects to enhance psychological services. He monitors staff workload and Key Performance Indicators (KPIs) and oversees the professional development of staff in the team.

An experienced management staff with strong team management and project management skills, the Deputy Director/Senior Assistant Director is resourceful and practical in his approach. He works in varied settings such as public and private institutions, hospitals, healthcare organisations and voluntary welfare organisations.
sentences: Assistant Director of Clinical Services,  Emerging Technology Advisor, The Farm Manager oversees the farm management and is accountable for fulfilling sales target. He/She is responsible for strategic planning on farm production capability and capacity, as well as managing the operating budget, agri-inputs materials, resources, and manpower deployment.

He leads farm production by establishing processes, systems, and  technology integration to ensure that farm production is achieved in a timely, cost-effective and sustainable manner. He prepares the production schedules and ensures productivity objectives and targets are met. He develops and incorporates Good Agricultural Practices, Food Safety Standards and Workplace Safety and Health practices in the entire farming operations. He also drives the adoption of innovative and smart farming technologies to continuously improve the overall productivity and efficiency of the farming operations.

He is also responsible for leading the business development efforts to grow the farm business. He secures new clients and sales as well as takes part in agriculture industry events to promote the farm’s produce., source_sentence: The Research Executive is responsible for analysing and presenting market insights and trends for the purpose of product and experience development. He/She plans and coordinates the research and development activities, develops robust methodologies to gather and process data that provides insights into emerging industry and facilitate knowledge sharing. He is responsible for overseeing the robustness and integrity of the data and information collection processes and for ensuring that programme contents are in line with the market-driven insights.

Analytical and logical, he is highly proficient in the development and utilisation of research methods. He works with both internal and external stakeholders in directing and executing research and development activities, and is able to effectively communicate and break down complex data to relevant stakeholders.
sentences: Industry Trends Researcher, Research Methodologies Expert, The Business Development Director/Country Route Development Director/Trade Lane Director/Freight Trade Director is responsible for developing new strategic business opportunities, client bases and managing business resources, including manpower and assets. He/She is also responsible for managing and engaging complex key accounts to develop trade development strategies and to develop strategic customer relationships.

Resourceful and analytical, he is required to manage resources and obtain buy-in from internal and external stakeholders. He is also expected to lead a department and make business decisions independently.

pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: modernbert-job-role-matcher
results: task: type: triplet
name: Triplet
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy
value: 0.9649999737739563
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 11
Created: 2025-06-05 07:59:21