Senior Finance Real Estate Attorney (Private Lenders) JobotSenior Finance Real Estate Attorney (Private Lenders)Marlboro, NJ$175,000–$200,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. This is a permanent position where we are looking for someone with a background real estate finance, someone who is familiar with working with New York banks/clients, and heavy volume with loan documents and closing statements.
NewSenior Portfolio Manager, Lender Finance Webster BankSenior Portfolio Manager, Lender FinanceNew York, NY$175,000–$185,000 / yearp>Portfolio Management: Monitor assigned portfolio of lender finance credit facilities focusing on borrowers financial performance via a variety of borrowing base (“BB”) and other financial reports, including lead agented LF transactions for accuracy and completeness, while addressing any deficiency in the BBs. Preparing internal portfolio review memos to senior credit executives including quarterly dashboards and annual reviews as well as assisting on internal and external audit reviews.
Senior Accountant - $130,000 JobotSenior Accountant - $130,000New York, NY$115,000–$130,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. By applying for this job, you agree to receive calls, AI-generated calls, text messages, or emails from Jobot, and/or its agents and contracted partners.
Senior Accountant JobotSenior AccountantNew York, NY$115,000–$125,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. As a Senior Accountant, you will own a portfolio of approximately six real estate assets and serve as a key business partner to asset management and operational teams.
Senior Energy Engineer JobotSenior Energy EngineerNew York, NY$145,000–$185,000 / yearWe are seeking a Senior Energy Engineer capable of Leading Business Development efforts, assist engineering team providing project management oversight for services including energy audits, retro-commissioning, construction review, and Energy incentive program for local Utility, State & Federal (ConED, NYSERDA, etc.) . Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
Tax Senior JobotTax SeniorNew York, NYRemote$90,000–$110,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Through a solid, structured approach, we advance the financial strength and tax position of businesses and individuals in our region as they build and strengthen the community that surrounds us.
Senior Commercial Real Estate Attorney (Leasing) JobotSenior Commercial Real Estate Attorney (Leasing)New York, NY$200,000–$280,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. This role will be a cornerstone of our commercial real estate operations, providing expert legal counsel on a broad range of property types including retail, office, industrial, restaurant, healthcare, and specialty use leases.
Senior Financial Analyst Vaco LLCSenior Financial AnalystNew Brunswick, NJ$100,000–$115,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
NewSenior Staff Accountant JobotSenior Staff AccountantNew York, NY$100,000–$110,000 / hourInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. * Manage the full accounting cycle, including accounts receivable, accounts payable, billing, collections, bill pay, and expense management.
NewRestructuring & Leveraged Finance Associate JobotRestructuring & Leveraged Finance AssociateNew York, NY$225,000–$425,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. The ideal candidate will have experience in leveraged finance, restructuring, or a combination of both, and will play a key role advising private equity sponsors, lenders, and corporate clients on a broad range of financing and distressed transactions.
NewSenior Tax Analyst - Partnerships Kforce Inc.Senior Tax Analyst - PartnershipsPriceton, NJ$100,000–$115,000Summary: The candidate will be responsible for supporting the Senior Manager for all tax planning activities, including US federal and state income tax, transaction tax return support, cash tax optimization, credits and incentives, and transaction diligence. 3+ years of federal and state tax compliance or planning for partnerships with a public accounting firm or large corporate tax department; Experience with private equity or real estate tax is a plus.
Senior Associate Financial Due Diligence JobotSenior Associate Financial Due DiligenceNew York, NYRemote$120,000–$145,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. We are an M&A advisory firm focused exclusively on providing transaction services including financial and accounting due diligence, tax due diligence and structuring, and integration services for both private equity and corporate clients.
Senior Reporting Associate/Analyst (AUM) Vaco LLCSenior Reporting Associate/Analyst (AUM)New York, NY$100,000–$125,000li>Canadian residents may access our policies in English here and in French here. Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs.
Senior Angular Engineer JobotSenior Angular EngineerNew York, NY$300,000–$350,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. You will work closely with the trading desk to build and maintain robust in house tech platforms that support validation, trading workflows, performance tracking, and surveillance of various asset sectors.
Senior JDE Finance Consultant HCLTechSenior JDE Finance ConsultantNew York City, NY$69,000–$177,000 / yearFull timeWe are HCLTech, one of the fastest-growing large tech companies in the world and home to 220,000 people across 60 countries, supercharging progress through industry-leading capabilities centered around Digital, Engineering and Cloud. A JDE E1 Finance Consultant requires deep expertise in , , , and modules, strong knowledge of financial business processes, and experience in configuration, implementation, and functional specification (FSD) creation.
Senior Director of Accounting Vaco LLCSenior Director of AccountingNew York, NY$175,000–$200,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
Senior Architect & Full Stack Developer – Front Office Technology JobotSenior Architect & Full Stack Developer – Front Office TechnologyNew York, NY$200,000–$220,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. You will work closely with traders and business users to design, build, and maintain robust, high-performance technology platforms that drive valuation, trading workflows, performance tracking, and asset surveillance.
Senior Associate, Client Coverage Compensation Vaco LLCSenior Associate, Client Coverage CompensationNew York, NY$110,000–$130,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
Senior Accountant Vaco LLCSenior AccountantBronx, NY$110,000–$120,000The Senior Accountant is responsible for performing journal entries, account reconciliations, maintaining fixed asset and prepaid schedules, balance sheet reconciliations, payroll support, and cost allocations—contributing significantly to the accuracy and efficiency of daily accounting activities and the monthly close process. Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs.
NewSenior Accountant - Hybrid Kforce Inc.Senior Accountant - HybridPrinceton, NJ$100,000–$112,000li> Assist with the preparation of quarterly unaudited and annual audited financial statements of multiple construction projects in accordance with GAAP to comply with the reporting requirements of the lender and ownership agreements, which include tax equity and cash equity ownership structures. Summary: The Senior Accountant is responsible for financial data management, journal entries, account reconciliations, timely completion, and assistance with monthly and quarterly internal financial reporting, internal controls, and accounting for various components of the company.
Senior Accountant - Financial Reporting Kforce Inc.Senior Accountant - Financial ReportingNew York, NY$100,000–$120,000Responsibilities include: The Senior Accountant will be assisting in the preparation of all Securities and Exchange Commission (SEC) filings including filings on forms 10Q, 10K, 8K, and 11K and other public presentations such as press releases and investor presentations. Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs.
NewSenior Tax Associate Kforce Inc.Senior Tax AssociatePrinceton, NJ$100,000–$116,000They will be responsible for supporting the Senior Manager for all tax planning activities, including US federal and state income tax, transaction tax return support, cash tax optimization, credits and incentives, and transaction diligence. 3+ years of federal and state tax planning or compliance for partnerships with a public accounting firm or large corporate tax department; Experience with private equity or real estate tax is a plus.
Sr. Director, Enterprise Procurement Vaco LLCSr. Director, Enterprise ProcurementNew York City, NY$180,000–$260,000The role will be most compelling to leaders who have personally owned outcomes in complex environments, built procurement capability in evolving organizations, and partnered closely with operations, finance, and executive leadership.Key Responsibilities. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual's skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
Senior Reinsurance Analyst Vaco LLCSenior Reinsurance AnalystNew York, NY$40–$50p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual’s skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
Associate / Senior Associate – AUM Reporting Vaco LLCAssociate / Senior Associate – AUM ReportingNew York, NY$125,000–$125,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
Senior Accountant - Real Estate Kforce Inc.Senior Accountant - Real EstateNew York, NY$106,250–$143,750Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers.
Senior Internal Auditor - Hybrid Kforce Inc.Senior Internal Auditor - HybridRutherford, NJ$105,000–$115,000li> Prepare work products such as audit analyses and engagement documentation such as a narrative and a walkthrough, test and evaluate processes and related controls, assist in the preparation of the audit approach relating to nature, timing, and extent of procedures. Key Tasks: The Senior Internal Auditor will work in collaboration with audit managers and other internal audit team members to execute annual audit plan based on corporate risk assessment.
NewTax Senior Manager Kforce Inc.Tax Senior ManagerLivingston, NJ$125,000–$160,000In this role the ideal candidate will be responsible for: Complex federal, state, and local tax returns for partnerships, including real estate partnerships and financial services entities and hedge funds, fund of funds, private equity funds, and related investment structures as well as high-net-worth individuals and family groups. Kforce's client, a public accounting firm with over 60 years of tradition in Livingston, New Jersey (NJ), is adding a Manager/Senior Tax Manager to their High Net Worth and Investment Partnerships Practice of Clientele.
Senior SOX Associate - Internal Controls Kforce Inc.Senior SOX Associate - Internal ControlsParamus, NJ$85,000–$150,000Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. This is a unique opportunity for someone with recent public accounting and/or corporate audit experience focusing on areas of Internal Controls and SOX consulting.
Senior Internal Audit Kforce Inc.Senior Internal AuditFairfield, NJ$85,000–$125,000Summary: Our client is a boutique professional service providing cross-functional services to diverse clients (services include internal audit, forensic accounting, risk management, and compliance). Assist in oral and written presentations to management during and at the conclusion of the examination, discussing deficiencies, recommending corrective actions to improve operations and reduce cost.
NewSenior Accountant - Investment Bank Kforce Inc.Senior Accountant - Investment BankNew York, NY$130,000–$160,000Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers.
Senior Associate, Project Accounting HITT ContractingSenior Associate, Project AccountingNew York, NY$84,700–$123,200 / yearp style="text-align:inherit"/>In accordance with New York City Human Rights Law (NYCHRL), Local Law 32, the base salary range for this position is: $84,700.00 - $123,200.00Compensation in other cities and states may vary. Oversee risk management for each project, specifically regarding subcontractors, lien waiver documentation, joint check agreements, subcontractor bonding and proper insurance requirements to mitigate risks, exposure, etc .
Senior Tax Planner Vaco LLCSenior Tax PlannerNew York, NY$175,000–$200,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
NewSenior Research Analyst (U.S. Internet/Technology) Bernstein Institutional Services LLCSenior Research Analyst (U.S. Internet/Technology)PECK SLIP, NY$225,000–$450,000 / yearp>Must also have experience in the following: 3 years of professional experience building forward-looking financial models, including forecasting, scenario analysis, and valuation models; 3 years of professional experience analyzing financial statements (including balance sheet, income statement and cash flow) and utilizing data sources; 3 years of professional experience independently drafting written reports and presentations for internal and external clients using statistical methods for data validation and trend identification; 3 years of professional experience performing equity research including analyzing stocks, sectors, and industry trends and performing competitive landscape analysis; and 2 years of professional experience visualizing and analyzing results with Microsoft BI or Tableau. MINIMUM REQUIREMENTS: Bachelor’s degree in Finance, Operations Research or a related field, plus 3 years of professional experience as a Financial Analyst, Investment Analyst, or any occupation/position/job title performing equity research and competitive landscape analysis.
NewSr. Legal Operations Analyst Pinnacle Technical ResourcesSr. Legal Operations AnalystNew York,, New York$30–$45 / hourContractorp>The specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment. Ideal for recent graduates considering law school or a career in legal or financial services, this position provides meaningful, real-world experience beyond a traditional internship program.
NewSenior Manager, Accounting Methods bdo consultingSenior Manager, Accounting MethodsNew York, NY$99,750–$262,500 / yearp>The STS Tax Senior Manager, Accounting Methods pursue opportunities to enable them to gain and improve their skills in every aspect of professional service, including technical, interpersonal, verbal and written communication, project management, practice management, and business development. As an STS Tax Senior Manager, Accounting Methods, you will have the opportunity and charge to innovate and collaborate with fellow BDO colleagues in all of our business lines, as well as with our clients’ leaders in tax, accounting, and finance, and also in their operations, software, manufacturing, and supply chain departments.
NewSr. Backend Engineer dv01Sr. Backend Engineer51 E 12th St #2nd, NY$140,000–$160,000 / yearp>YOU WILL: Bring transparency to the financial markets: You will bring transparency to consumer lending, mortgages, and other asset classes, by enabling our customers at banks, hedge funds, and credit originators via our SaaS offering including our Cashflows API product to quickly extract insights from large private and public datasets. Develop using a modern, open source stack: You will develop on top of a software stack that includes Kotlin + Spring Boot with some legacy apps built on Scala + Play, and interact with data by building both REST API and GraphQL endpoints.
Sr. Accountant Vaco LLCSr. AccountantNew York, NY$100,000–$125,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
NewSenior Vice President, Investor Relations TeneoSenior Vice President, Investor RelationsNew York, NYp>Our full range of advisory services includes strategic communications, investor relations, financial transactions and restructuring, management consulting, physical and cyber risk, organizational design, board and executive search, geopolitics and government affairs, corporate governance and ESG. Executive Presence: gravitas, confidence, ability to present to a CEO (C-Suite leadership team) Effective Relationship Building: strong relationships with the investors and analysts, financial media a plus .
Sr. Tax Planner Vaco LLCSr. Tax PlannerNew York, NY$150,000–$200,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
Senior Tax Specialist Vaco LLCSenior Tax SpecialistNew York, NY$170,000–$200,000p> Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Canadian residents may access our policies in English here and in French here.
NewDirector, Finance Transformation | Office of CFO Advisory Fti ConsultingDirector, Finance Transformation | Office of CFO AdvisoryNew York, NYul>Lead end-to-end Finance Transformation projects across key areas including: Finance function assessments, finance function capability stand-up and optimization, operating model design, service delivery model program design and implementation (i.e. shared services, centers of excellence, outsourcing, and global business services), cost reduction programs, process optimization and automation, and working capital optimization. In FTI Consulting’s Corporate Finance & Restructuring organization, we focus on our clients’ strategic, operational, financial and capital needs by addressing the full spectrum of financial and transactional challenges faced by corporations, boards, private equity sponsors, creditor constituencies and other stakeholders.
NewSenior Fraud and Abuse Operations Analyst PlaidSenior Fraud and Abuse Operations AnalystNew York, NY$156,000–$213,600 / yearli>Experience translating fraud investigations and research into actionable detection signals, rules, and labeled datasets, while partnering closely with DS/ML and product teams to improve feature sets, labeling quality, evaluation frameworks, and model decay monitoring. We work with thousands of companies like Venmo, SoFi, several of the Fortune 500, and many of the largest banks to make it easy for people to connect their financial accounts to the apps and services they want to use.
NewSenior Analyst, Portfolio Analytics ICONIQ CapitalSenior Analyst, Portfolio AnalyticsNew York, NY$120,000–$130,000 / yearPersonal information collected by the Greenhouse portal is subject to the Greenhouses privacy policy, available here [https://www.greenhouse.com/privacy-policy] and ICONIQ’s Privacy Policies available here [https://www.iconiqcapital.com/privacy-policies]. With over $100B assets under management, we seek to build resilient investment portfolios, partner with inspired entrepreneurs transforming industries, manage our clients’ lives and legacies, and create uncommon opportunities across sectors and society.
NewAssurance Senior Manager bdo consultingAssurance Senior ManagerNew York, NY$150,000–$205,000 / yearp>The Assurance Senior Manager is responsible for developing suggestions to improve client internal controls and accounting procedures as well as advising the client on various economic and regulatory risks in a specific industry field of expertise by identifying financial and non-financial performance measures, formulating and communicating the audit plan, answering complex questions involving GAAP and GAAS and composing technical consultation memos on engagements related to GAAP / GAAS issues. In this role, the Assurance Senior Manager is charged with marketing, networking, and business development within an area of expertise while maintaining key client relationships and acting as the primary contact for clients regarding complex questions and information.
NewTax Senior Manager, Partnerships bdo consultingTax Senior Manager, PartnershipsWoodbridge, NJ$99,750–$262,500 / yearp>As a Tax Senior Manager, Partnerships, you will be responsible for advising clients on the tax implications of their business objectives and various partnership specific items including but not limited to section 704(b) and taxable income allocations, capital account maintenance, liability analysis and allocations, section 734(b) and 743(b) adjustment calculations and Tax Receivable Agreement (TRA) calculations. In addition, the Tax Senior Manager, Partnerships develops and drives process improvement and team-building initiatives, maintains client relationships, and acts as a source of guidance to other team members.
NewSenior Auditor Mutual Of America Life InsuranceSenior AuditorNew York, NY$74,800–$112,200 / yearp>The Senior Internal Auditor plays a key role in executing internal audit engagements designed to evaluate the effectiveness of internal controls, risk management, and governance processes. This role performs audits across financial, operational, regulatory, and compliance areas, while partnering closely with management to identify risks, recommend improvements, and support the organization’s control environment.
NewSenior Manager, Business Incentives Group bdo consultingSenior Manager, Business Incentives GroupNew York, NY$99,750–$262,500 / yearp>A Tax Senior Manager, Business Incentives Group (BIG) in BDO’s Specialized Tax Services (STS) business is charged with helping clients identify, document, and support tax positions related to their BIG tax credits and deductions. In addition, the STS BIG Senior Manager develops and drives process improvement and team-building initiatives, maintains client relationships, and acts as a source of guidance to team members.
NewQuality Management Senior Manager – Action Effectiveness bdo consultingQuality Management Senior Manager – Action EffectivenessNew York, NY$130,000–$200,000 / yearThe annual allocation to the ESOP is fully funded by BDO through investments in company stock and grants employees the chance to grow their wealth over time as their shares vest and grow in value with the firm’s success, with no employee contributions. This role analyzes inspection results and other quality-related findings connected to the firm’s system of quality management, identifies themes and systemic issues, and collaborates with firm leadership to develop and evaluate remedial actions.
NewHead of Strategic Finance, Product & Engineering PlaidHead of Strategic Finance, Product & EngineeringNew York, NY$210,000–$390,000 / yearli>Cross-functional Partnership — Build trusted relationships across the company, acting as the connective tissue between EPD and the rest of the business — and especially between Product and GTM, where you’ll provide counsel and analytical support on cross-functional priorities. Resource Allocation — Partner with the CPO and CTO on capital deployment, including headcount planning by key function and team, capacity modeling that maps directly to the product roadmap, the EPD AI tooling approach, and scenario planning.