accounting.txt -- -- Compose analyses for income statements and monthly balance sheets for management reporting -- Arrange schedules for capital lease and monthly payments -- Conduct month end close...

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accounting.txt -- -- Compose analyses for income statements and monthly balance sheets for management reporting -- Arrange schedules for capital lease and monthly payments -- Conduct month end close and compose journal entries with minimal supervision -- In-depth experience with reconciling month end balance sheet accounts -- Periodically maintain and reconcile journal entries -- Prepare journal entries and account reconciliations which include, but are not limited to, cash, prepaid expenses, and payroll -- Manage intercompany reconciliation, billings, and transactions -- Oversee depreciation, fixed asset ledgers, and reconciliation -- Analyze and coordinate a variety of financial data, and report it in a useful and understandable manner -- Implement, maintain, and adhere to internal controls and accounting procedures ensuring compliance with GAAP -- Assist in the month end, quarter end and year end closing process including monthly financial close workbook preparation -- Take part in various department-wide initiatives -- Special projects and impromptu reporting, upon request -- 3+ years of recent and relevant accounting experience -- BA/BS or equivalent in Accounting, Finance or Economics -- Deep understanding of month end closings -- Knowledge of account reconciliation -- General ledger experience -- Working knowledge of spreadsheets and databases --EOE Race/Color/Religion/Sex/Sexual Orientation/Gender Identity/National Origin/Protected Veteran/Disability Status*** --Auditing of Employee time and expense reports based on company policy --General ledger (posting transactions, month-end and quarterly close, and ad hoc reporting) --Perform Balance Sheet Account Reconciliations including validation of account balance in Power Advocate ERP system as well as parent ERP system; investigating any variances encountered --Working with the finance team to execute the monthly financial close process in compliance with parent company requirements --Fixed asset reporting to internal company management and external (corporate) --Revenue contract analysis to support revenue recognition, financial and accounting reporting --Support the Financial Planning team as needed to meet corporate deadlines --Work with parent company (Verisk Analytics) corporate finance team on various accounting matters --Solid Understanding of GAAP (Generally Accepted Accounting Practices) --Previous hands-on accounting skills --Experience with an ERP ACCOUNTING system is desired --Excellent knowledge of all Microsoft Office applications, especially Excel --Excellent oral and written communication skills --Highest degree of organization and attention to detail --Ability to juggle many tasks while meeting all deadlines --Ability to work independently with minimal supervision --Ability to take initiative --Real people skills --Excellent work ethic --Reliability, drive, and loyalty --Assist with the quarterly close process including P&L allocations and analysis, Corporate reporting schedules, producer group reporting, government reporting --Process contract financial data into licensing system --Process revenue recognition activity in licensing system --Reconcile weekly revenue recognition activity in FOH licensing system to GL --Analyze contract information for errors and run reports for management --Research sales and financial questions for senior management and sales offices --Compile supporting contract documents and research for external and internal audits --Prepare journal entry postings and account analysis --Prepare monthly Balance Sheet foreign exchange revaluation journal entries --Manage revenue recognition for retransmisson royalties related to television broadcasting received from worldwide collection societies --Liaise with int’l shared accounting teams and finance on accounting issues --Leverage systems to drive efficiencies on deliverables --Work on special projects as needed --Minimum of 2 years of relevant experience in accounting and/or financial reporting --Microsoft office suite with strong Excel skills (pivot tables, v-lookups, basic IF formulas, etc.) --Excellent written and oral communication skills --Must be an excellent team player who possesses strong interpersonal and organizational skills --Demonstrate strong quantitative and analytical skills --Self-driven, takes initiative --Exhibit a willingness to be adaptable and flexible --Experience working with SAP --CPA in progress strongly preferred --Responsible for Calculating Technician Commission each month. --Compile & Verify Supporting Reports for Commissions --Review Company sales to Verify Accuracy across Entity & Department --Coordinate with Operations Managers to Verify Questionable Sales --Preparing and entering monthly journal entries --Support month-end closing process and preparation of company financial statements. --Complete and/or oversee the monthly reconciliation of intercompany accounts; follow up and resolve outstanding balancing issues. --Performing financial analyses and special projects as requested --Bachelor’s degree in Accounting or related field --3+ years of accounting/finance experience --Strong computer skills, including MS Office. --Excellent written and verbal communication skills --Ability to work as an effective member of a team --Small business bookkeeping – three-years’ experience AND --College or University Accounting or Finance two-year program certificate/degree OR --Two additional years related experience/training in lieu of education. --Payables and receivables accounting --Bank and credit card reconciliations --Inventory reconciliations --Monthly financial closing tasks --Monthly customer invoice distribution --Creating Purchase Orders and Sales Orders --Payroll processing back-up --Financial review of customer-facing proposals --Procurement: purchasing, processing & ordering items --Other recurring financial maintenance tasks --Experience with QuickBooks Pro, Premier, and Enterprise Solutions --Experience with 3rd-party QuickBooks integrations (TPI or Bill.com would be a plus!) --Experience with Microsoft Excel --Experience with Paycor (a plus!) --Experience in an environment where you must account in detail for time spent on tasks --Experience managing a series of independent tasks to be completed on deadline --Professional presentation with an approachable personality --Superior customer support rooted in happiness from helping people --Appropriate spoken and written communication skills, including correct usage of punctuation and grammar --Ability to work autonomously, managing your own time to complete tasks and meet deadlines --A love of technology and a job well done --We are an equal opportunity employer. --We offer a comprehensive benefit package including three medical options: Base, Buy-up and HDHP w/HSA (Base Plan is free for employee-only as is Dental and Vision). --Company paid Life/AD&D, STD and LTD. --401K plan with Match, plus generous paid days off, sick leave, and paid holidays --We believe in an open, collaborate environment that encourages you to learn, grow and succeed. --Dedicated training hours for career development with certification bonuses. --We believe in work-life balance. --You’re more than an employee to us; you’re a [net] friend! -- Commentate on a wide variety of financial data and communicate it in a useful and understandable manner -- Partake in annual closing processes -- Create monthly statement analysis to be used for management reports -- Perform month end close, journal entries with minimum supervision -- Support fixed asset ledger, depreciation, and reconciliation -- Support capital lease and monthly payment schedules -- Maintain intricate journal entries and account reconciliations including but not limited to cash, prepaid expenses and payroll -- Ad-hoc reporting and special projects, as requested -- Be a part of various initiatives spanning multiple departments -- Assist in implementation, maintenance and adherence to internal controls and accounting procedures ensuring compliance with GAAP -- Foundational knowledge in general ledger -- Comprehensive knowledge of Oracle PeopleSoft -- Strong familiarity with Bank Account Reconciliation -- Self-driven motivator who takes initiative on projects with a strong ability to understand and solve creative challenges -- Recent and relevant accounting experience -- The ideal candidate will be highly-skilled with exceptional analytical, quantitative and social skills -- Current and relevant ERP system experience -- Spreadsheet and database capabilities -- BA/BS or equivalent in Accounting, Finance or Economics -- Proficient with spreadsheets and databases -- Demonstrated ability to work in a dynamic and constantly changing company environment -- Attentive, ability to work independently and prioritize tasks -- Ability to meet deadlines -- Strong organizational, written and verbal communication skills required --Manage the daily activity of the Accounts Payable department, including, customer vendor relations and disbursements. --Communicate with merchandising teams, vendor and supplier partners and others within operations to facilitate strong relationships and adherence to payment terms and policies. --Assist in maintaining systems, procedures and policies for accounts payable functions to ensure adherence to company guidelines. --Research and resolve the proper accounting treatment for transactions relevant to assigned areas of responsibility in accordance with GAAP and established company policy. --Review journal entries, accruals and account reconciliations on a period basis according to established schedule. --Execute continuous improvement efforts to existing processes through the application of process automations to increase productivity. --Ensure practices are in place to prepare and maintain schedules and supporting documentation needed for management, internal and external reporting, internal and external auditors and SOX requirements. --Perform quarterly reviews/year-end audits with internal, external and regulatory auditors. --Assist with the implementation of new accounting standards. --Develop standards for coordinating work with Off-shore resources. --Advanced Microsoft Word, Excel, and ERP skills. --Strong analytical, organizational, conflict solving and negotiation skills. --Extraordinary interpersonal skills to work in conjunction with other departments, vendors and internal and external customers. --Must be a team player who also works well independently. --Must be able to analyze data, draw conclusions, interpret results, and make recommendations with respect to incentive calculations. --Must be able to read, analyze, interpret and comprehend financial reports, and legal documents. --Must be able to communicate effectively in both an oral and written manner to common inquiries or complaints from customers, regulatory agencies or members of the business community. --Must be able to effectively present information in one-on-one and small group situations to top management, external department heads, customers, clients and other employees. --Bachelor's degree from four-year college or university; and --Certified Public Accountant license preferred; and --7-10 years related experience; or --Equivalent combination of education and experience. --Answering phones and Responding to email --Invoice data entry --Assisting with Monthly Profit and Loss Statements --Payroll entry and Reconciliation --Previous experience in Accounting, tax, or data entry --Experience in data entry --Knowledge of general acceptance accounting practice (GAAP) --Ability to prioritize and multitask --Must be familiar and proficient in Microsoft --Must have a positive attitude and work well with others. --Staff Payroll --A/P and A/R --Monthly and Quarterly Financials --Government statistical forms -gathering data --Check the accuracy of business transactions --Perform data entry and administrative duties --Monthly reconciliation of four bank accounts --open mail --oversee the work of two staff on the accounting floor --Previous experience in accounting, finance, or other related fields --Fundamental knowledge of GAAP --Ability to prioritize and multitask --Strong organizational skills --Deadline and detail-oriented --Develop and present reports or dashboards specific to a client’s needs. --Accurately explain the data and the story that it tells. --Assist with financial modeling and forecasting for startup ventures --Perform valuation reviews and analysis of companies and competitors in their respective industries --Create tools for clients that identify and improve company KPIs and operational inefficiencies --Prepare month-end close package and financial statements --Reconcile various e-commerce sale and inventory platforms with accounting software (Shopify, Stocky, Stock-and-Buy, Quickbooks Online) --Enter invoices and Purchase Orders in accounting software and tracking vendor AP and customer AR --Prepare year-end close and assist with annual review with CPA firm and send out W2s and 1099s --Establish and maintain internal financial controls --Participate in special projects/grants/loans and compile related reports --Run a semi-monthly payroll --Bachelor's degree, preferably in Accounting, Finance or Business-related field --1-2 years of accounting/finance experience (bookkeeping, financial analysis, budget preparation, etc.) --A demonstrated willingness to learn new skills on the fly and apply these “unmastered/unrefined/not perfect" skills for company executives, management, and other leaders. --Major bonus points if you have e-commerce accounting experience --Develop reports to document assets, liabilities, profit and loss, tax liability, and/or other financial activities and results.  --Gather, document, and maintain financial information from relevant finance and accounting sources.
Answered 6 days AfterFeb 17, 2021

Answer To: accounting.txt -- -- Compose analyses for income statements and monthly balance sheets for...

Vicky answered on Feb 24 2021
152 Votes
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"from gensim.models import Word2Vec \n",
"from nltk.corpus import stopwords \n",
"from sklearn.feature_extraction.text import TfidfVectorizer"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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" 'competitive positioning',\n",
" 'outreach',\n",
" 'product adoption',\n",
" 'advanced excel',\n",
" 'strategic partnerships',\n",
" 'trend analysis',\n",
" 'employment laws',\n",
" 'researching',\n",
" 'vendors',\n",
" 'startup environment',\n",
" 'mentorship',\n",
" 'ms powerpoint',\n",
" 'editorial',\n",
" 'federal government',\n",
" 'engineering',\n",
" 'new business development',\n",
" 'business strategy',\n",
" 'us gaap',\n",
" 'public relations',\n",
" 'emergency management',\n",
" 'pre-sales',\n",
" 'loan documentation',\n",
" 'salesforce.com',\n",
" 'consumers',\n",
" 'claims',\n",
" 'account strategy',\n",
" 'product knowledge',\n",
" 'customer advocacy',\n",
" 'corporate accounting',\n",
" 'sales cycle',\n",
" 'financial activities',\n",
" 'big 4',\n",
" 'supply chain management',\n",
" 'real estate',\n",
" 'web services',\n",
" 'transportation',\n",
" 'client relations',\n",
" 'small business',\n",
" 'risk management',\n",
" 'microsoft office',\n",
" 'cash receipts',\n",
" 'operating procedures',\n",
" 'strategic account',\n",
" 'matrix',\n",
" 'policy making',\n",
" 'direct lending',\n",
" 'governance',\n",
" 'research',\n",
" 'software application',\n",
" 'gaap',\n",
" 'filtration',\n",
" 'internal controls',\n",
" 'erp',\n",
" 'recruit',\n",
" 'government regulations',\n",
" 'income tax',\n",
" 'internal stakeholders',\n",
" 'content management',\n",
" 'prospecting skills',\n",
" 'online media',\n",
" 'partnership',\n",
" 'territory management',\n",
" 'accounting practices',\n",
" 'sales techniques',\n",
" 'advisory services',\n",
" 'internal communications',\n",
" 'youtube',\n",
" 'information technology',\n",
" 'store management',\n",
" 'intercompany transactions',\n",
" 'digital project',\n",
" 'client management',\n",
" 'licensing',\n",
" 'incident response',\n",
" 'correspondence',\n",
" 'certification',\n",
" 'strategic communication',\n",
" 'agile methodologies',\n",
" 'annual operating plan',\n",
" 'project management',\n",
" 'project documentation',\n",
" 'office software',\n",
" 'revenue accounting',\n",
" 'accounting procedures',\n",
" 'sales leads',\n",
" 'english',\n",
" 'medical center',\n",
" 'investigate',\n",
" 'air force',\n",
" 'sales organization',\n",
" 'emerging technologies',\n",
" 'sales plans',\n",
" 'math',\n",
" 'dynamodb',\n",
" 'general ledger maintenance',\n",
" 'hadoop',\n",
" 'payroll',\n",
" 'bookkeeping',\n",
" 'product marketing',\n",
" 'account management',\n",
" 'programming',\n",
" 'hospitality',\n",
" 'networking',\n",
" 'annual audit',\n",
" 'time management',\n",
" 'information architecture',\n",
" 'clinical experience',\n",
" 'selling process',\n",
" 'documentation',\n",
" 'marketing programs',\n",
" 'key metrics',\n",
" 'general ledger coding',\n",
" 'monthly reporting',\n",
" 'knowledge base',\n",
" 'direct tax',\n",
" 'fabrication',\n",
" 'healthcare',\n",
" 'financing',\n",
" 'investigations',\n",
" 'hospitals',\n",
" 'petty cash',\n",
" 'performance management',\n",
" 'e-commerce',\n",
" 'facts',\n",
" 'ethernet',\n",
" 'ms outlook',\n",
" 'experience in erp',\n",
" 'scenario analysis',\n",
" 'capital management',\n",
" 'oracle',\n",
" 'sourcing',\n",
" 'infection control',\n",
" 'client base',\n",
" 'facilitation skills',\n",
" 'netsuite',\n",
" 'project financing',\n",
" 'consulting services',\n",
" 'troubleshooting',\n",
" 'patient safety',\n",
" 'business systems',\n",
" 'use cases',\n",
" 'pipedrive',\n",
" 'distributed computing',\n",
" 'microelectronics',\n",
" 'beverage',\n",
" 'testing',\n",
" 'manufacturing',\n",
" 'financial records',\n",
" 'balance sheet accounts',\n",
" 'technical escalations',\n",
" 'lighting design',\n",
" 'gather data',\n",
" 'controls',\n",
" 'industry knowledge',\n",
" 'acquisitions',\n",
" 'investing',\n",
" 'ec2',\n",
" 'balance sheet reconciliation',\n",
" 'cisa',\n",
" 'cash flows',\n",
" 'journal entries',\n",
" 'rfps',\n",
" 'vendor management',\n",
" 'troubleshoot',\n",
" 'rfp',\n",
" 'b2b marketing',\n",
" 'brand awareness',\n",
" 'industry experience',\n",
" 'technical issues',\n",
" 'public affairs',\n",
" 'digital marketing',\n",
" 'customer requirements',\n",
" 'fashion',\n",
" 'market conditions',\n",
" 'litigation',\n",
" 'software development lifecycle',\n",
" 'generally accepted accounting principles',\n",
" 'helpdesk',\n",
" 'client correspondence',\n",
" 'salesforce',\n",
" 'databases',\n",
" 'crm',\n",
" 'cybersecurity',\n",
" 'ms office',\n",
" 'sap',\n",
" 'high school diploma',\n",
" 'customer complaints',\n",
" 'operational support',\n",
" 'webinars',\n",
" 'white papers',\n",
" 'cisco',\n",
" 'client relationship',\n",
" 'issue escalation',\n",
" 'law enforcement',\n",
" 'technical project',\n",
" 'documentation skills',\n",
" 'record keeping',\n",
" 'apac',\n",
" 'oracle gl',\n",
" 'peoplesoft',\n",
" 'metrics',\n",
" 'hcm',\n",
" 'evaluate performance',\n",
" 'sales experience',\n",
" 'special events',\n",
" 'maintenance',\n",
" 'crm applications',\n",
" 'creative solutions',\n",
" 'end user',\n",
" 'tax returns',\n",
" 'security clearance',\n",
" 'employee relations',\n",
" 'ftp',\n",
" 'nas',\n",
" 'big data',\n",
" 'maintain database',\n",
" 'interviewing techniques',\n",
" 'anti-virus',\n",
" 'ellucian banner',\n",
" 'sys admin',\n",
" 'network design',\n",
" 'monitoring tools',\n",
" 'legal support',\n",
" 'dns',\n",
" 'bilingual',\n",
" 'pr',\n",
" 'field work',\n",
" 'knowledge of community',\n",
" 'analytical support',\n",
" 'revenue cycle',\n",
" 'active directory',\n",
" 'regulatory requirements',\n",
" 'analysis of contract',\n",
" 'hazardous materials',\n",
" 'established procedures',\n",
" 'windows server 2003',\n",
" 'administrative/clerical',\n",
" 'strong technical skills',\n",
" 'database management',\n",
" 'banner',\n",
" 'flsa',\n",
" 'medicare',\n",
" 'critical care',\n",
" 'dss',\n",
" 'meeting scheduling',\n",
" 'verbal communications skills',\n",
" 'disaster recovery',\n",
" 'cost analysis',\n",
" 'high school education',\n",
" 'dba',\n",
" 'programmer',\n",
" 'scripting language',\n",
" 'departmental procedures',\n",
" 'citrix',\n",
" 'public speaking',\n",
" 'physical therapy',\n",
" 'it systems',\n",
" 'mcdst',\n",
" 'redhat',\n",
" 'prepare reports',\n",
" 'incident management',\n",
" 'hcpcs',\n",
" 'data driven',\n",
" 'inquiry',\n",
" 'federal acquisition regulation',\n",
" 'technical specifications',\n",
" 'physiology',\n",
" 'vpn',\n",
" 'technical documentation',\n",
" 'rhce',\n",
" 'configuration management',\n",
" 'procedure development',\n",
" 'construction',\n",
" 'a+ certification',\n",
" 'scripting languages',\n",
" 'business process',\n",
" 'economic development',\n",
" 'rstp',\n",
" 'scheduling appointments',\n",
" 'ipad',\n",
" 'regulatory examination',\n",
" 'community agencies',\n",
" 'co-ordinator',\n",
" 'risk mitigation',\n",
" 'answering phones',\n",
" 'data gathering',\n",
" 'comptia security+',\n",
" 'provide reports',\n",
" 'analyze data',\n",
" 'problem management system',\n",
" 'windows 7',\n",
" 'online documentation',\n",
" 'supplier management',\n",
" 'needs assessments',\n",
" 'adult learning',\n",
" 'technical standards',\n",
" 'os',\n",
" 'iphone',\n",
" 'cms',\n",
" 'financial support',\n",
" 'management control',\n",
" 'radius',\n",
" 'business stakeholders',\n",
" 'talent development',\n",
" 'enterprise reporting',\n",
" 'openstack',\n",
" 'financial products',\n",
" 'tcp/ip',\n",
" 'erp applications',\n",
" 'l3',\n",
" 'system development',\n",
" 'data center',\n",
" 'hospice',\n",
" 'microsoft project',\n",
" 'copying',\n",
" 'lan/wan',\n",
" 'greets',\n",
" 'load balancer',\n",
" 'data analytics',\n",
" 'datacenter',\n",
" 'facility management',\n",
" 'windows server 2008',\n",
" 'soldering',\n",
" 'supervising',\n",
" 'external audiences',\n",
" 'service levels',\n",
" 'community services',\n",
" 'corporate finance',\n",
" 'perl',\n",
" 'electronic test equipment',\n",
" 'ssl',\n",
" 'management contracts',\n",
" 'cash transactions',\n",
" 'microsoft sql server',\n",
" 'as400',\n",
" 'statistical analysis',\n",
" 'cpt-4 coding',\n",
" 'work schedules',\n",
" 'audio',\n",
" 'system enhancements',\n",
" 'vmware',\n",
" 'sensitive information',\n",
" 'virtualization',\n",
" 'r&d',\n",
" 'statistics',\n",
" 'apache',\n",
" 'shared services',\n",
" 'elearning',\n",
" 'annual budgets',\n",
" 'project plan',\n",
" 'operating systems',\n",
" 'cognos',\n",
" 'emr',\n",
" 'nginx',\n",
" 'computer hardware',\n",
" 'commercial operations',\n",
" 'aviation',\n",
" 'pci',\n",
" 'end user training',\n",
" 'travel arrangements',\n",
" 'netbackup',\n",
" 'microsoft certified',\n",
" 'it solutions',\n",
" 'document retention',\n",
" 'epc',\n",
" 'tracking expenses',\n",
" 'e learning',\n",
" 'hse',\n",
" 'switching',\n",
" 'dhcp',\n",
" 'timekeeping',\n",
" 'prototype',\n",
" 'centos',\n",
" 'bash',\n",
" 'acceptance testing',\n",
" 'bgp',\n",
" 'oracle database',\n",
" 'workstation',\n",
" 'child care',\n",
" 'sociology',\n",
" 'credentialing',\n",
" 'nursing',\n",
" 'interaction design',\n",
" 'budget formulation',\n",
" 'employee development',\n",
" 'survey design',\n",
" 'network protocols',\n",
" 'data privacy',\n",
" 'state regulations',\n",
" 'capacity planning',\n",
" 'bomgar',\n",
" 'system configuration',\n",
" 'program operations',\n",
" 'office management',\n",
" 'faa',\n",
" 'sales support',\n",
" 'lms',\n",
" 'mental health',\n",
" 'calendar management',\n",
" 'data modeling',\n",
" 'antivirus',\n",
" 'organizational structure',\n",
" 'tcl',\n",
" 'sms',\n",
" 'payroll processing',\n",
" 'contract administration',\n",
" 'medicine',\n",
" 'debugging',\n",
" 'sql databases',\n",
" 'hippa',\n",
" 'accounts receivables',\n",
" 'business requirement',\n",
" 'specification',\n",
" 'inbound marketing',\n",
" 'claims processing',\n",
" 'implementation project',\n",
" 'ami',\n",
" 'financial feasibility',\n",
" 'report writing',\n",
" 'etl',\n",
" 'information management',\n",
" 'maintaining files',\n",
" 'develop solutions',\n",
" 'service continuity',\n",
" 'professional engineer',\n",
" 'financial principles',\n",
" 'contract management',\n",
" 'operating budget',\n",
" ...]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"skills = open('hardskills.txt').read().splitlines()\n",
"skills"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def clean_sentence(sentence):\n",
" sen = sentence.lower().strip()\n",
" sen = re.sub(r'[^a-z0-9\\s]', '', sen)\n",
" return re.sub(r'\\s{2,}', ' ', sen)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"clean_words = []\n",
"for i in skills:\n",
" clean_words.append(clean_sentence(i))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"stop_words = set(stopwords.words('english'))\n",
"filtered_words = [w for w in clean_words if not w in stop_words]\n",
"\n",
"# Remove words with length smaller than and equal to 3\n",
"for i in filtered_words:\n",
" if len(i)<=3:\n",
" filtered_words.remove(i)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"D:\\Anaconda3\\lib\\site-packages\\gensim\\models\\base_any2vec.py:743: UserWarning: C extension not loaded, training will be slow. Install a C compiler and reinstall gensim for fast training.\n",
" \"C extension not loaded, training will be slow. \"\n",
"D:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: DeprecationWarning: Call to deprecated `similarity` (Method will be removed in 4.0.0, use self.wv.similarity() instead).\n",
" \n"
]
}
],
"source": [
"# Create CBOW model \n",
"model = Word2Vec([filtered_words], min_count = 1, \n",
" size = 100, window = 5) \n",
"\n",
"# Reduce the number of keywords and phrases from the file named hard_skills.txt\n",
"for i in filtered_words:\n",
" for j in filtered_words:\n",
" if model.similarity(i,j)>0.23 and model.similarity(i,j)<1:\n",
" filtered_words.remove(j)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['budgeting',\n",
" 'cissp',\n",
" 'positioning',\n",
" 'teaching',\n",
" 'presentations',\n",
" 'electrical',\n",
" 'reporting',\n",
" '10 key',\n",
" 'sql server',\n",
" 'clinical knowledge',\n",
" 'microsoft dynamics',\n",
" 'hotels',\n",
" 'hotel',\n",
" 'legal',\n",
" 'integrated communications',\n",
" 'publishing',\n",
" 'desktop support',\n",
" 'sensitivity analysis',\n",
" 'project planning',\n",
" 'foreign exchange',\n",
" 'scheduling',\n",
" 'architecture',\n",
" 'variances',\n",
" 'highvolume',\n",
" 'phone calls',\n",
" 'development activities',\n",
" 'proofread',\n",
" 'test plans',\n",
" 'customer insights',\n",
" 'project delivery',\n",
" 'business operations',\n",
" 'lighting',\n",
" 'database',\n",
" 'partnerships',\n",
" 'invoicing',\n",
" 'talent management',\n",
" 'financial reporting',\n",
" 'agile development',\n",
" 'budget development',\n",
" 'product features',\n",
" 'journalism',\n",
" 'develop business',\n",
" 'advertisement',\n",
" 'product development',\n",
" 'annual budget process',\n",
" 'project accounting',\n",
" 'strategy',\n",
" 'linux',\n",
" 'market segment',\n",
" 'agile',\n",
" 'variance analysis',\n",
" 'billing process',\n",
" 'customer program',\n",
" 'value proposition',\n",
" 'distribution',\n",
" 'employee services',\n",
" 'autocad',\n",
" 'erp systems',\n",
" 'business intelligence',\n",
" 'certificate of achievement',\n",
" 'capital expenditure',\n",
" 'negotiation skills',\n",
" 'online marketing strategy',\n",
" 'strategic customer success',\n",
" 'usability',\n",
" 'quality control',\n",
" 'excel',\n",
" 'analytical',\n",
" 'food safety',\n",
" 'professional accounting',\n",
" 'insurance claims',\n",
" 'computer science',\n",
" 'business administration',\n",
" 'financial analysis',\n",
" 'online advertising',\n",
" 'cisco collaboration',\n",
" 'standard operating procedures',\n",
" 'inventory',\n",
" 'change management',\n",
" 'business plans',\n",
" 'erp system',\n",
" 'gap analysis',\n",
" 'audit',\n",
" 'financial service',\n",
" 'quickbooks',\n",
" 'microsoft excel',\n",
" 'compliance audits',\n",
" 'policies',\n",
" 'digital media',\n",
" 'immigration',\n",
" 'backbone',\n",
" 'scripting',\n",
" 'balance sheet',\n",
" 'compliance',\n",
" 'inventory management',\n",
" 'storytelling',\n",
" 'financial performance',\n",
" 'basic office equipment',\n",
" 'saas',\n",
" 'tax compliance',\n",
" 'managing clients',\n",
" 'banking experience',\n",
" 'strong organisational skills',\n",
" 'client service',\n",
" 'advertising',\n",
" 'support services',\n",
" 'microsoft access',\n",
" 'quality management system',\n",
" 'drafting',\n",
" 'presentation skill',\n",
" 'recruitment',\n",
" 'sales channels',\n",
" 'itil',\n",
" 'deposits',\n",
" 'upsell',\n",
" 'merchandising',\n",
" 'human resources',\n",
" 'computer software',\n",
" 'roi calculations',\n",
" 'financial data',\n",
" 'financial accounting',\n",
" 'asset management',\n",
" 'aerospace',\n",
" 'metadata',\n",
" 'trial balance',\n",
" 'safety training',\n",
" 'upsell',\n",
" 'workforce management',\n",
" 'credit cards',\n",
" 'client relationship management',\n",
" 'market research',\n",
" 'procurement',\n",
" 'mobile banking',\n",
" 'escalation management',\n",
" 'data maintenance',\n",
" 'global sales',\n",
" 'manage projects',\n",
" 'hiring',\n",
" 'accounting software',\n",
" 'account reconciliations',\n",
" 'transcription',\n",
" 'video production',\n",
" 'focus',\n",
" 'billing',\n",
" 'consulting',\n",
" 'data sources',\n",
" 'public accounting',\n",
" 'community outreach',\n",
" 'catering',\n",
" 'fema',\n",
" 'computer applications',\n",
" 'ccie',\n",
" 'product portfolio',\n",
" 'cash flow',\n",
" 'html',\n",
" 'cardiovascular',\n",
" 'strategic direction',\n",
" 'outreach',\n",
" 'employment laws',\n",
" 'federal government',\n",
" 'business strategy',\n",
" 'public relations',\n",
" 'loan documentation',\n",
" 'transportation',\n",
" 'research',\n",
" 'filtration',\n",
" 'government regulations',\n",
" 'revenue accounting',\n",
" 'english',\n",
" 'medical center',\n",
" 'sales organization',\n",
" 'payroll',\n",
" 'programming',\n",
" 'time management',\n",
" 'ethernet',\n",
" 'facilitation skills',\n",
" 'technical escalations',\n",
" 'balance sheet reconciliation',\n",
" 'helpdesk',\n",
" 'tax returns',\n",
" 'sys admin',\n",
" 'analytical support',\n",
" 'administrativeclerical',\n",
" 'flsa',\n",
" 'disaster recovery',\n",
" 'inquiry',\n",
" 'procedure development',\n",
" 'risk mitigation',\n",
" 'comptia security',\n",
" 'openstack',\n",
" 'system development',\n",
" 'copying',\n",
" 'community services',\n",
" 'electronic test equipment',\n",
" 'statistical analysis',\n",
" 'e learning',\n",
" 'prototype',\n",
" 'bash',\n",
" 'workstation',\n",
" 'child care',\n",
" 'interaction design',\n",
" 'lync',\n",
" 'systems integration',\n",
" 'performance tuning',\n",
" 'informatica',\n",
" 'clerical experience',\n",
" 'technology roadmap',\n",
" 'communications program',\n",
" 'system administration',\n",
" 'resource management',\n",
" 'technical writing',\n",
" 'assembly',\n",
" 'data management',\n",
" 'ruby',\n",
" 'secretarial',\n",
" 'drawings',\n",
" 'manual dexterity',\n",
" 'ansible',\n",
" 'curriculum development',\n",
" 'vendor relations',\n",
" 'operations integration',\n",
" 'research information',\n",
" 'informal training',\n",
" 'marketing communications',\n",
" 'mcse',\n",
" 'financial controls',\n",
" 'tax planning',\n",
" 'proposal writing',\n",
" 'mechanical system',\n",
" 'kaizen',\n",
" 'tax preparation',\n",
" 'healthcare administration',\n",
" 'community involvement',\n",
" 'security operations',\n",
" 'forecasting budgeting',\n",
" 'wealth planning',\n",
" 'test results',\n",
" 'systems engineering',\n",
" 'business process management',\n",
" 'technical documents',\n",
" 'hyperion planning',\n",
" 'largescale systems',\n",
" 'large projects',\n",
" 'site design',\n",
" 'business partnering',\n",
" 'mechanical engineering',\n",
" 'direct mail',\n",
" 'russian',\n",
" 'financial modeling skills',\n",
" 'bank secrecy act',\n",
" 'finance reporting',\n",
" 'peer review',\n",
" 'thai',\n",
" 'customer transactions',\n",
" 'career coaching',\n",
" 'legal document preparation',\n",
" 'angular',\n",
" 'continuous integration',\n",
" 'product planning',\n",
" 'product assembly',\n",
" 'final cut pro',\n",
" 'marketing communications',\n",
" 'transactional experience',\n",
" 'system performance',\n",
" 'post production',\n",
" 'expense management',\n",
" 'technical operations',\n",
" 'scrum methodology',\n",
" 'advertising campaigns',\n",
" 'field operations',\n",
" 'mobile shopping',\n",
" 'mechanical aptitude',\n",
" 'data exports',\n",
" 'media relations',\n",
" 'media marketing',\n",
" 'sitecore',\n",
" 'channel strategy',\n",
" 'marketing concepts',\n",
" 'consumer marketing',\n",
" 'multilingual',\n",
" 'community management']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filtered_words"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"accounting = [a.split() for a in open('jds/accounting.txt', encoding=\"utf8\").read().splitlines()]\n",
"business = [a.split() for a in open('jds/business.txt', encoding=\"utf8\").read().splitlines()]\n",
"data = [a.split() for a in open('jds/data.txt', encoding=\"utf8\").read().splitlines()]\n",
"financial = [a.split() for a in open('jds/financial.txt', encoding=\"utf8\").read().splitlines()]\n",
"investment = [a.split() for a in open('jds/investment.txt', encoding=\"utf8\").read().splitlines()]\n",
"marketing = [a.split() for a in open('jds/marketing.txt', encoding=\"utf8\").read().splitlines()]\n",
"retail = [a.split() for a in open('jds/retail.txt', encoding=\"utf8\").read().splitlines()]\n",
"risk = [a.split() for a in open('jds/risk.txt', encoding=\"utf8\").read().splitlines()]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[['--'],\n",
" ['--',\n",
" 'Compose',\n",
" 'analyses',\n",
" 'for',\n",
" 'income',\n",
" 'statements',\n",
" 'and',\n",
" 'monthly',\n",
" 'balance',\n",
" 'sheets',\n",
" 'for',\n",
" 'management',\n",
" 'reporting'],\n",
" ['--',\n",
" 'Arrange',\n",
" 'schedules',\n",
" 'for',\n",
" 'capital',\n",
" 'lease',\n",
" 'and',\n",
" 'monthly',\n",
" 'payments'],\n",
" ['--',\n",
" 'Conduct',\n",
" 'month',\n",
" 'end',\n",
" 'close',\n",
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" 'growing',\n",
" 'company',\n",
" 'and',\n",
" 'work',\n",
" 'closely',\n",
" 'with',\n",
" 'people',\n",
" 'throughout',\n",
" 'the',\n",
" 'company'],\n",
" ['--We’ll',\n",
" 'rely',\n",
" 'on',\n",
" 'you',\n",
" 'to',\n",
" 'be',\n",
" 'the',\n",
" 'professional',\n",
" 'and',\n",
" 'friendly',\n",
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" 'for',\n",
" 'our',\n",
" 'clients',\n",
" '(many',\n",
" 'of',\n",
" 'whom',\n",
" 'are',\n",
" 'doctors,',\n",
" 'practice',\n",
" 'staff',\n",
" 'or',\n",
" 'billers',\n",
" 'learning',\n",
" 'about',\n",
" 'Kareo',\n",
" 'for',\n",
" 'the',\n",
" 'first',\n",
" 'time).',\n",
" 'You’ll',\n",
" 'assist',\n",
" 'customers',\n",
" 'by',\n",
" 'answering',\n",
" 'phone',\n",
" 'calls',\n",
" 'and',\n",
" 'responding',\n",
" 'to',\n",
" 'emails',\n",
" 'in',\n",
" 'a',\n",
" 'timely,',\n",
" 'friendly',\n",
" 'and',\n",
" 'informative',\n",
" 'way.',\n",
" 'You’ll',\n",
" 'have',\n",
" 'the',\n",
" 'opportunity',\n",
" 'to',\n",
" 'learn',\n",
" 'about',\n",
" 'Kareo,',\n",
" 'the',\n",
" 'Medical',\n",
" 'Billing',\n",
" 'industry,',\n",
" 'invoicing',\n",
" 'and',\n",
" 'accounts',\n",
" 'receivable-',\n",
" 'ultimately',\n",
" 'becoming',\n",
" 'a',\n",
" 'Subject',\n",
" 'Matter',\n",
" 'Expert',\n",
" 'on',\n",
" 'all',\n",
" 'topics',\n",
" 'and',\n",
" 'a',\n",
" 'trusted',\n",
" 'resource',\n",
" 'for',\n",
" 'our',\n",
" 'clients'],\n",
" ['--Fluent',\n",
" 'English',\n",
" '(CEFR',\n",
" 'B2+)',\n",
" 'verbal',\n",
" 'and',\n",
" 'written',\n",
" 'communication',\n",
" 'skills,',\n",
" 'because',\n",
" 'you',\n",
" 'will',\n",
" 'persuade,',\n",
" 'present',\n",
" 'and',\n",
" 'problem',\n",
" 'solve',\n",
" 'throughout',\n",
" 'the',\n",
" 'day'],\n",
" ['--1+', 'years', 'answering', 'inbound', 'phone', 'calls'],\n",
" ['--Knowledge',\n",
" 'in',\n",
" 'using',\n",
" 'Salesforce,',\n",
" 'GoToConnect/NICE',\n",
" 'InContact,',\n",
" 'Confluence,',\n",
" 'and',\n",
" 'NetSuite'],\n",
" ['--A',\n",
" 'professional',\n",
" 'and',\n",
" 'friendly',\n",
" 'demeanor',\n",
" 'for',\n",
" 'our',\n",
" 'clients,',\n",
" 'many',\n",
" 'of',\n",
" 'whom',\n",
" 'are',\n",
" 'learning',\n",
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" 'Kareo',\n",
" 'for',\n",
" 'the',\n",
" 'first',\n",
" 'time'],\n",
" ['--Ability',\n",
" 'to',\n",
" 'be',\n",
" 'a',\n",
" 'critical',\n",
" 'resource',\n",
" 'to',\n",
" 'assist',\n",
" 'customers',\n",
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" 'responding',\n",
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" 'in',\n",
" 'a',\n",
" 'timely,',\n",
" 'friendly,',\n",
" 'and',\n",
" 'informative',\n",
" 'way'],\n",
" ['--Amazing',\n",
" 'telephone',\n",
" 'presence',\n",
" 'and',\n",
" 'LOVE',\n",
" 'of',\n",
" 'talking',\n",
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" 'the',\n",
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" 'Yes,',\n",
" 'love,',\n",
" 'since',\n",
" 'this',\n",
" 'is',\n",
" 'where',\n",
" 'you',\n",
" 'will',\n",
" 'spend',\n",
" 'the',\n",
" 'majority',\n",
" 'of',\n",
" 'your',\n",
" 'day'],\n",
" ['--Making',\n",
" 'quick',\n",
" 'and',\n",
" 'accurate',\n",
" 'math',\n",
" 'calculations',\n",
" 'is',\n",
" 'essential',\n",
" '(we',\n",
" 'want',\n",
" 'to',\n",
" 'know',\n",
" 'how',\n",
" 'you',\n",
" 'achieved',\n",
" 'this!)'],\n",
" ['--Confidence,',\n",
" 'self-motivated,',\n",
" 'and',\n",
" 'diligent',\n",
" 'with',\n",
" 'strong',\n",
" 'organizational',\n",
" 'skills',\n",
" 'to',\n",
" 'be',\n",
" 'able',\n",
" 'to',\n",
" 'prioritize',\n",
" 'and',\n",
" 'execute',\n",
" 'many',\n",
" 'assignments',\n",
" 'in',\n",
" 'a',\n",
" 'quick',\n",
" 'and',\n",
" 'efficient',\n",
" 'manner.'],\n",
" ['--Experience',\n",
" 'in',\n",
" 'a',\n",
" 'software',\n",
" 'company,',\n",
" 'healthcare,',\n",
" 'or',\n",
" 'accounts',\n",
" 'receivable'],\n",
" ['--High', 'School', 'Diploma', 'required'],\n",
" ['--',\n",
" 'Passionate',\n",
" '-',\n",
" 'Be',\n",
" 'Passionately',\n",
" 'Driven:',\n",
" 'We',\n",
" 'take',\n",
" 'pride',\n",
" 'in',\n",
" 'our',\n",
" 'work,',\n",
" 'inspire',\n",
" 'others',\n",
" 'to',\n",
" 'excel,',\n",
" 'and',\n",
" 'are',\n",
" 'dedicated',\n",
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" 'solving',\n",
" 'tough',\n",
" 'problems',\n",
" 'in',\n",
" 'healthcare.',\n",
" 'We',\n",
" 'hold',\n",
" 'ourselves',\n",
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" 'the',\n",
" 'highest',\n",
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" 'And',\n",
" 'we',\n",
" 'work',\n",
" 'with',\n",
" 'urgency',\n",
" 'because',\n",
" 'what',\n",
" 'we',\n",
" 'do',\n",
" 'matters.'],\n",
" ['--',\n",
" 'Customer-Focused',\n",
" '-',\n",
" 'Dedicated',\n",
" 'to',\n",
" 'Customer',\n",
" 'Success:',\n",
" 'Helping',\n",
" 'our',\n",
" 'customers',\n",
" 'succeed',\n",
" 'directs',\n",
" 'every',\n",
" 'action',\n",
" 'we',\n",
" 'take.',\n",
" 'We’re',\n",
" 'committed',\n",
" 'to',\n",
" 'helping',\n",
" 'their',\n",
" 'practices',\n",
" 'run',\n",
" 'smoother',\n",
" 'so',\n",
" 'their',\n",
" 'patients',\n",
" 'can',\n",
" 'thrive.',\n",
" 'We',\n",
" 'are',\n",
" 'solution-oriented',\n",
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" 'aligned',\n",
" 'with',\n",
" 'their',\n",
" 'needs.'],\n",
" ['--',\n",
" 'Collaborative',\n",
" '-',\n",
" 'Together',\n",
" 'We’re',\n",
" 'Better:',\n",
" 'Great',\n",
" 'teams',\n",
" 'are',\n",
" 'collaborative,',\n",
" 'selfless,',\n",
" 'hardworking,',\n",
" 'and',\n",
" 'dedicated.',\n",
" 'We',\n",
" 'are',\n",
" 'willing',\n",
" 'to',\n",
" 'do',\n",
" 'what',\n",
" 'it',\n",
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" 'done',\n",
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" 'we',\n",
" 'can',\n",
" 'accomplish',\n",
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" 'together.'],\n",
" ['--Growing',\n",
" '-',\n",
" 'Constant',\n",
" ...
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